{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 共享单车租车人数预测——线性回归分析\n",
    "\n",
    "利用共享单车租车人数数据训练和测试一个模型，并对模型的性能和预测能力进行测试。\n",
    "\n",
    "本项目将原始数据集存为csv格式，方便调用pandas做数据分析。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1、导入必要的工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np  # 矩阵操作\n",
    "import pandas as pd # SQL数据处理\n",
    "\n",
    "from sklearn.metrics import r2_score  #评价回归预测模型的性能\n",
    "\n",
    "import matplotlib.pyplot as plt   #画图\n",
    "import seaborn as sns\n",
    "\n",
    "# 图形出现在Notebook里而不是新窗口\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2、数据探索"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 数据读取\n",
    "注：day.csv: 按天计的单车共享次数(作业只需使用该文件，故只读取该数据文件的数据)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# path to where the data lies \n",
    "data=pd.read_csv(\"day.csv\")\n",
    "# 通过观察前5行，了解数据每列（特征）的概况\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 数据基本信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()\n",
    "# Instant:记录号  \n",
    "# Dteday:日期  \n",
    "# Season:季节(1=春天,2=夏天,3=秋天,4=冬天)  \n",
    "# yr:年份,(0: 2011, 1:2012)  \n",
    "# mnth:月份( 1 to 12)  \n",
    "# holiday:是否是节假日  \n",
    "# weekday:星期中的哪天,取值为 0~6   \n",
    "# workingday:（是否工作日;1=工作日 (非周末和节假日);0=周末;)  \n",
    "# weathersit:天气。（1:晴天,多云;2:雾天,阴天;3:小雪,小雨;4:大雨,大雪,大雾;）  \n",
    "# temp:气温摄氏度  \n",
    "# atemp:体感温度  \n",
    "# hum:湿度  \n",
    "# windspeed:风速  \n",
    "# casual:非注册用户个数\n",
    "# registered:注册用户个数\n",
    "# cnt:租车人数  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "instant       0\n",
       "dteday        0\n",
       "season        0\n",
       "yr            0\n",
       "mnth          0\n",
       "holiday       0\n",
       "weekday       0\n",
       "workingday    0\n",
       "weathersit    0\n",
       "temp          0\n",
       "atemp         0\n",
       "hum           0\n",
       "windspeed     0\n",
       "casual        0\n",
       "registered    0\n",
       "cnt           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### 查看是否有空值\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(731, 16)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "小结：   \n",
    "731个样本数据， 每个样本包含16列，1列为object型，11列数据为int64型，4列数据为float64型;   \n",
    "没有缺失数据，所以无需数据填充处理;    \n",
    "另外：instant(记录号)数据明显无关，可舍弃;dteday（日期）为object类型，且可用yr列做数据分割，此列作用不大，可舍弃;casual（非注册用户个数）和registered（注册用户个数）此两列为预测值，作业无要求处理，可舍弃。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 数据处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   season  yr  mnth  holiday  weekday  workingday  weathersit      temp  \\\n",
       "0       1   0     1        0        6           0           2  0.344167   \n",
       "1       1   0     1        0        0           0           2  0.363478   \n",
       "2       1   0     1        0        1           1           1  0.196364   \n",
       "3       1   0     1        0        2           1           1  0.200000   \n",
       "4       1   0     1        0        3           1           1  0.226957   \n",
       "\n",
       "      atemp       hum  windspeed   cnt  \n",
       "0  0.363625  0.805833   0.160446   985  \n",
       "1  0.353739  0.696087   0.248539   801  \n",
       "2  0.189405  0.437273   0.248309  1349  \n",
       "3  0.212122  0.590435   0.160296  1562  \n",
       "4  0.229270  0.436957   0.186900  1600  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 处理数据，instant,dteday ， casual 和 registered 数据不需要,drop掉\n",
    "data = data.drop('instant', axis = 1).drop('dteday', axis = 1).drop('casual', axis = 1).drop('registered', axis = 1)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 34 columns):\n",
      "yr              731 non-null int64\n",
      "holiday         731 non-null int64\n",
      "workingday      731 non-null int64\n",
      "temp            731 non-null float64\n",
      "atemp           731 non-null float64\n",
      "hum             731 non-null float64\n",
      "windspeed       731 non-null float64\n",
      "cnt             731 non-null int64\n",
      "season_1        731 non-null uint8\n",
      "season_2        731 non-null uint8\n",
      "season_3        731 non-null uint8\n",
      "season_4        731 non-null uint8\n",
      "mnth_1          731 non-null uint8\n",
      "mnth_2          731 non-null uint8\n",
      "mnth_3          731 non-null uint8\n",
      "mnth_4          731 non-null uint8\n",
      "mnth_5          731 non-null uint8\n",
      "mnth_6          731 non-null uint8\n",
      "mnth_7          731 non-null uint8\n",
      "mnth_8          731 non-null uint8\n",
      "mnth_9          731 non-null uint8\n",
      "mnth_10         731 non-null uint8\n",
      "mnth_11         731 non-null uint8\n",
      "mnth_12         731 non-null uint8\n",
      "weekday_0       731 non-null uint8\n",
      "weekday_1       731 non-null uint8\n",
      "weekday_2       731 non-null uint8\n",
      "weekday_3       731 non-null uint8\n",
      "weekday_4       731 non-null uint8\n",
      "weekday_5       731 non-null uint8\n",
      "weekday_6       731 non-null uint8\n",
      "weathersit_1    731 non-null uint8\n",
      "weathersit_2    731 non-null uint8\n",
      "weathersit_3    731 non-null uint8\n",
      "dtypes: float64(4), int64(4), uint8(26)\n",
      "memory usage: 64.3 KB\n"
     ]
    }
   ],
   "source": [
    "# one-hot编码\n",
    "# pandas.get_dummies(df,columns=['df_column_name'])\n",
    "data = pd.get_dummies(data,columns=['season','mnth','weekday','weathersit'])\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  2.4 数据分割"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 根据时间划分数据，yr=0 表示 2011 年数据，作为训练样本;yr=1 表示 2012 年数据，作为测试样本;\n",
    "trainning_data = data.loc[data['yr'] == 0].drop('yr', axis=1)\n",
    "test_data = data.loc[data['yr'] == 1].drop('yr', axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  2.5 目标分布分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 目标y（cnt）的直方图／分布\n",
    "fig = plt.figure()\n",
    "sns.distplot(data.cnt.values, bins=30, kde=True)#kde 核密度估计，为True会绘制一条平滑的曲线\n",
    "plt.xlabel('The Number Of Rented Bicycles', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 目标y散点图\n",
    "plt.scatter(range(data.shape[0]), data[\"cnt\"].values,color='purple')\n",
    "plt.title(\"Distribution of cnt\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "目标y（cnt）的散点图前半部分和后半部分有明显差异，表明数据在前后两部分中由于某些原因有明显的波动，为平衡这种差异造成的测试样本和训练样本的规律不一致的情况，现进行探索。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>holiday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>cnt</th>\n",
       "      <th>season_1</th>\n",
       "      <th>season_2</th>\n",
       "      <th>season_3</th>\n",
       "      <th>...</th>\n",
       "      <th>weekday_0</th>\n",
       "      <th>weekday_1</th>\n",
       "      <th>weekday_2</th>\n",
       "      <th>weekday_3</th>\n",
       "      <th>weekday_4</th>\n",
       "      <th>weekday_5</th>\n",
       "      <th>weekday_6</th>\n",
       "      <th>weathersit_1</th>\n",
       "      <th>weathersit_2</th>\n",
       "      <th>weathersit_3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "      <td>365.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.027397</td>\n",
       "      <td>0.684932</td>\n",
       "      <td>0.486665</td>\n",
       "      <td>0.466835</td>\n",
       "      <td>0.643665</td>\n",
       "      <td>0.191403</td>\n",
       "      <td>3405.761644</td>\n",
       "      <td>0.246575</td>\n",
       "      <td>0.252055</td>\n",
       "      <td>0.257534</td>\n",
       "      <td>...</td>\n",
       "      <td>0.142466</td>\n",
       "      <td>0.142466</td>\n",
       "      <td>0.142466</td>\n",
       "      <td>0.142466</td>\n",
       "      <td>0.142466</td>\n",
       "      <td>0.142466</td>\n",
       "      <td>0.145205</td>\n",
       "      <td>0.619178</td>\n",
       "      <td>0.339726</td>\n",
       "      <td>0.041096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.163462</td>\n",
       "      <td>0.465181</td>\n",
       "      <td>0.189596</td>\n",
       "      <td>0.168836</td>\n",
       "      <td>0.148744</td>\n",
       "      <td>0.076890</td>\n",
       "      <td>1378.753666</td>\n",
       "      <td>0.431609</td>\n",
       "      <td>0.434789</td>\n",
       "      <td>0.437876</td>\n",
       "      <td>...</td>\n",
       "      <td>0.350007</td>\n",
       "      <td>0.350007</td>\n",
       "      <td>0.350007</td>\n",
       "      <td>0.350007</td>\n",
       "      <td>0.350007</td>\n",
       "      <td>0.350007</td>\n",
       "      <td>0.352791</td>\n",
       "      <td>0.486255</td>\n",
       "      <td>0.474266</td>\n",
       "      <td>0.198785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>431.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.325000</td>\n",
       "      <td>0.321954</td>\n",
       "      <td>0.538333</td>\n",
       "      <td>0.135583</td>\n",
       "      <td>2132.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.479167</td>\n",
       "      <td>0.472846</td>\n",
       "      <td>0.647500</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>3740.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.656667</td>\n",
       "      <td>0.612379</td>\n",
       "      <td>0.742083</td>\n",
       "      <td>0.235075</td>\n",
       "      <td>4586.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.849167</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>6043.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          holiday  workingday        temp       atemp         hum   windspeed  \\\n",
       "count  365.000000  365.000000  365.000000  365.000000  365.000000  365.000000   \n",
       "mean     0.027397    0.684932    0.486665    0.466835    0.643665    0.191403   \n",
       "std      0.163462    0.465181    0.189596    0.168836    0.148744    0.076890   \n",
       "min      0.000000    0.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    0.000000    0.325000    0.321954    0.538333    0.135583   \n",
       "50%      0.000000    1.000000    0.479167    0.472846    0.647500    0.186900   \n",
       "75%      0.000000    1.000000    0.656667    0.612379    0.742083    0.235075   \n",
       "max      1.000000    1.000000    0.849167    0.840896    0.972500    0.507463   \n",
       "\n",
       "               cnt    season_1    season_2    season_3      ...       \\\n",
       "count   365.000000  365.000000  365.000000  365.000000      ...        \n",
       "mean   3405.761644    0.246575    0.252055    0.257534      ...        \n",
       "std    1378.753666    0.431609    0.434789    0.437876      ...        \n",
       "min     431.000000    0.000000    0.000000    0.000000      ...        \n",
       "25%    2132.000000    0.000000    0.000000    0.000000      ...        \n",
       "50%    3740.000000    0.000000    0.000000    0.000000      ...        \n",
       "75%    4586.000000    0.000000    1.000000    1.000000      ...        \n",
       "max    6043.000000    1.000000    1.000000    1.000000      ...        \n",
       "\n",
       "        weekday_0   weekday_1   weekday_2   weekday_3   weekday_4   weekday_5  \\\n",
       "count  365.000000  365.000000  365.000000  365.000000  365.000000  365.000000   \n",
       "mean     0.142466    0.142466    0.142466    0.142466    0.142466    0.142466   \n",
       "std      0.350007    0.350007    0.350007    0.350007    0.350007    0.350007   \n",
       "min      0.000000    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "25%      0.000000    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "50%      0.000000    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "75%      0.000000    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "max      1.000000    1.000000    1.000000    1.000000    1.000000    1.000000   \n",
       "\n",
       "        weekday_6  weathersit_1  weathersit_2  weathersit_3  \n",
       "count  365.000000    365.000000    365.000000    365.000000  \n",
       "mean     0.145205      0.619178      0.339726      0.041096  \n",
       "std      0.352791      0.486255      0.474266      0.198785  \n",
       "min      0.000000      0.000000      0.000000      0.000000  \n",
       "25%      0.000000      0.000000      0.000000      0.000000  \n",
       "50%      0.000000      1.000000      0.000000      0.000000  \n",
       "75%      0.000000      1.000000      1.000000      0.000000  \n",
       "max      1.000000      1.000000      1.000000      1.000000  \n",
       "\n",
       "[8 rows x 33 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trainning_data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>holiday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>cnt</th>\n",
       "      <th>season_1</th>\n",
       "      <th>season_2</th>\n",
       "      <th>season_3</th>\n",
       "      <th>...</th>\n",
       "      <th>weekday_0</th>\n",
       "      <th>weekday_1</th>\n",
       "      <th>weekday_2</th>\n",
       "      <th>weekday_3</th>\n",
       "      <th>weekday_4</th>\n",
       "      <th>weekday_5</th>\n",
       "      <th>weekday_6</th>\n",
       "      <th>weathersit_1</th>\n",
       "      <th>weathersit_2</th>\n",
       "      <th>weathersit_3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>366.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.030055</td>\n",
       "      <td>0.683060</td>\n",
       "      <td>0.504081</td>\n",
       "      <td>0.481852</td>\n",
       "      <td>0.612166</td>\n",
       "      <td>0.189572</td>\n",
       "      <td>5599.934426</td>\n",
       "      <td>0.248634</td>\n",
       "      <td>0.251366</td>\n",
       "      <td>0.256831</td>\n",
       "      <td>...</td>\n",
       "      <td>0.144809</td>\n",
       "      <td>0.144809</td>\n",
       "      <td>0.142077</td>\n",
       "      <td>0.142077</td>\n",
       "      <td>0.142077</td>\n",
       "      <td>0.142077</td>\n",
       "      <td>0.142077</td>\n",
       "      <td>0.647541</td>\n",
       "      <td>0.336066</td>\n",
       "      <td>0.016393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.170971</td>\n",
       "      <td>0.465921</td>\n",
       "      <td>0.176112</td>\n",
       "      <td>0.156756</td>\n",
       "      <td>0.134206</td>\n",
       "      <td>0.078194</td>\n",
       "      <td>1788.667868</td>\n",
       "      <td>0.432813</td>\n",
       "      <td>0.434392</td>\n",
       "      <td>0.437483</td>\n",
       "      <td>...</td>\n",
       "      <td>0.352390</td>\n",
       "      <td>0.352390</td>\n",
       "      <td>0.349607</td>\n",
       "      <td>0.349607</td>\n",
       "      <td>0.349607</td>\n",
       "      <td>0.349607</td>\n",
       "      <td>0.349607</td>\n",
       "      <td>0.478390</td>\n",
       "      <td>0.473008</td>\n",
       "      <td>0.127157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.107500</td>\n",
       "      <td>0.101658</td>\n",
       "      <td>0.254167</td>\n",
       "      <td>0.046650</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.347708</td>\n",
       "      <td>0.350685</td>\n",
       "      <td>0.508125</td>\n",
       "      <td>0.133721</td>\n",
       "      <td>4369.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.514167</td>\n",
       "      <td>0.497779</td>\n",
       "      <td>0.611875</td>\n",
       "      <td>0.174750</td>\n",
       "      <td>5927.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.653958</td>\n",
       "      <td>0.607646</td>\n",
       "      <td>0.711146</td>\n",
       "      <td>0.231196</td>\n",
       "      <td>7011.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.804913</td>\n",
       "      <td>0.925000</td>\n",
       "      <td>0.441563</td>\n",
       "      <td>8714.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          holiday  workingday        temp       atemp         hum   windspeed  \\\n",
       "count  366.000000  366.000000  366.000000  366.000000  366.000000  366.000000   \n",
       "mean     0.030055    0.683060    0.504081    0.481852    0.612166    0.189572   \n",
       "std      0.170971    0.465921    0.176112    0.156756    0.134206    0.078194   \n",
       "min      0.000000    0.000000    0.107500    0.101658    0.254167    0.046650   \n",
       "25%      0.000000    0.000000    0.347708    0.350685    0.508125    0.133721   \n",
       "50%      0.000000    1.000000    0.514167    0.497779    0.611875    0.174750   \n",
       "75%      0.000000    1.000000    0.653958    0.607646    0.711146    0.231196   \n",
       "max      1.000000    1.000000    0.861667    0.804913    0.925000    0.441563   \n",
       "\n",
       "               cnt    season_1    season_2    season_3      ...       \\\n",
       "count   366.000000  366.000000  366.000000  366.000000      ...        \n",
       "mean   5599.934426    0.248634    0.251366    0.256831      ...        \n",
       "std    1788.667868    0.432813    0.434392    0.437483      ...        \n",
       "min      22.000000    0.000000    0.000000    0.000000      ...        \n",
       "25%    4369.000000    0.000000    0.000000    0.000000      ...        \n",
       "50%    5927.000000    0.000000    0.000000    0.000000      ...        \n",
       "75%    7011.250000    0.000000    0.750000    1.000000      ...        \n",
       "max    8714.000000    1.000000    1.000000    1.000000      ...        \n",
       "\n",
       "        weekday_0   weekday_1   weekday_2   weekday_3   weekday_4   weekday_5  \\\n",
       "count  366.000000  366.000000  366.000000  366.000000  366.000000  366.000000   \n",
       "mean     0.144809    0.144809    0.142077    0.142077    0.142077    0.142077   \n",
       "std      0.352390    0.352390    0.349607    0.349607    0.349607    0.349607   \n",
       "min      0.000000    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "25%      0.000000    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "50%      0.000000    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "75%      0.000000    0.000000    0.000000    0.000000    0.000000    0.000000   \n",
       "max      1.000000    1.000000    1.000000    1.000000    1.000000    1.000000   \n",
       "\n",
       "        weekday_6  weathersit_1  weathersit_2  weathersit_3  \n",
       "count  366.000000    366.000000    366.000000    366.000000  \n",
       "mean     0.142077      0.647541      0.336066      0.016393  \n",
       "std      0.349607      0.478390      0.473008      0.127157  \n",
       "min      0.000000      0.000000      0.000000      0.000000  \n",
       "25%      0.000000      0.000000      0.000000      0.000000  \n",
       "50%      0.000000      1.000000      0.000000      0.000000  \n",
       "75%      0.000000      1.000000      1.000000      0.000000  \n",
       "max      1.000000      1.000000      1.000000      1.000000  \n",
       "\n",
       "[8 rows x 33 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对比训练样本和测试样本的统计数据，发现X的特征在两个数据上差异不大，目标y（cnt）有明显差异"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  2.6 输入属性的直方图／分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.temp.values, bins=30, kde=False)\n",
    "plt.xlabel('temp', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.atemp.values, bins=30, kde=False)\n",
    "plt.xlabel('atemp', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAENCAYAAAAfTp5aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAD7hJREFUeJzt3W2MpWV9x/HvT1ZKfSogA27A7UC6WqmpYCZAQ2Krq4bYxuUFEETbtd10o22NjU1aWvuiTy+0SdWa2IeNWNZGdCkt3S1RW1whViOrg6DyIIKUrhtWdqxAfagP6L8vzo3ZwOyee86cc2bmmu8nmZz7vs915vyvPbO/ueY6932dVBWSpLXvKStdgCRpPAx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiM2TPPJTjnllJqdnZ3mU0rSmnfrrbd+vapmhrWbaqDPzs4yPz8/zaeUpDUvyX/3aeeUiyQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNWKqV4pKWj2u2X+gV7srzt804Uo0Lo7QJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1Ijei2fm+RE4L3AC4ECfgO4B9gNzAIPAJdV1cMTqVKaMJeSVQv6jtD/GvhoVf0s8CLgbuBKYF9VbQb2dfuSpBUyNNCTPAt4CXAVQFV9v6oeAbYCu7pmu4CLJ1WkJGm4PiP0s4AF4B+S3JbkvUmeDpxWVYcAuttTJ1inJGmIPoG+AXgx8LdVdS7wbZYwvZJkR5L5JPMLCwsjlilJGqZPoB8EDlbV/m7/OgYB/1CSjQDd7eHFHlxVO6tqrqrmZmZmxlGzJGkRQwO9qr4GfDXJ87tDW4C7gL3Atu7YNmDPRCqUJPXS67RF4E3AB5IcD9wP/DqDXwbXJtkOHAAunUyJkqQ+egV6Vd0OzC1y15bxliNJGpVXikpSIwx0SWqEgS5JjTDQJakRfc9ykbTCVmoBMRcuWzscoUtSIwx0SWqEUy7SEvSdflgKpyo0Lo7QJakRBrokNcIpF2mFTWIaR+uTI3RJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEV4pKjfHK0/XLEbokNaLXCD3JA8A3gR8Cj1XVXJKTgd3ALPAAcFlVPTyZMiVJwyxlhP7Sqjqnqua6/SuBfVW1GdjX7UuSVshyply2Aru67V3AxcsvR5I0qr6BXsB/JLk1yY7u2GlVdQiguz11EgVKkvrpe5bLhVX1YJJTgRuTfKnvE3S/AHYAbNrkR21J0qT0GqFX1YPd7WHgeuA84KEkGwG628NHeezOqpqrqrmZmZnxVC1JepKhgZ7k6Ume+fg28ErgDmAvsK1rtg3YM6kiJUnD9ZlyOQ24Psnj7a+pqo8m+SxwbZLtwAHg0smVKUkaZmigV9X9wIsWOf4/wJZJFCVJWjqvFJWkRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqRF+YpGksVjKJyVdcb7rOk2CI3RJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEV4qqaUu5elFa6xyhS1IjDHRJaoSBLkmNMNAlqREGuiQ1onegJzkuyW1Jbuj2z0yyP8m9SXYnOX5yZUqShlnKCP3NwN1H7L8deGdVbQYeBraPszBJ0tL0CvQkZwC/DLy32w/wMuC6rsku4OJJFChJ6qfvCP1dwO8DP+r2nw08UlWPdfsHgdMXe2CSHUnmk8wvLCwsq1hJ0tENDfQkvwIcrqpbjzy8SNNa7PFVtbOq5qpqbmZmZsQyJUnD9Ln0/0Lg1UleBZwAPIvBiP3EJBu6UfoZwIOTK1OSNMzQEXpV/WFVnVFVs8DlwMer6rXATcAlXbNtwJ6JVSlJGmo556H/AfCWJPcxmFO/ajwlSZJGsaTVFqvqZuDmbvt+4LzxlyRJGoVXikpSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYMDfQkJyT5TJLPJ7kzyZ92x89Msj/JvUl2Jzl+8uVKko6mzwj9e8DLqupFwDnARUkuAN4OvLOqNgMPA9snV6YkaZihgV4D3+p2n9p9FfAy4Lru+C7g4olUKEnqpdccepLjktwOHAZuBL4CPFJVj3VNDgKnT6ZESVIfvQK9qn5YVecAZwDnAS9YrNlij02yI8l8kvmFhYXRK5UkHdOSznKpqkeAm4ELgBOTbOjuOgN48CiP2VlVc1U1NzMzs5xaJUnH0Ocsl5kkJ3bbPwm8HLgbuAm4pGu2DdgzqSIlScNtGN6EjcCuJMcx+AVwbVXdkOQu4ENJ/gK4DbhqgnVKWoeu2X+gV7srzt804UrWhqGBXlVfAM5d5Pj9DObTJUmrgFeKSlIj+ky5SKtO3z/FpfXEEbokNcJAl6RGGOiS1AgDXZIaYaBLUiM8y0XS1HmW0mQ4QpekRhjoktQIA12SGmGgS1IjDHRJaoRnuWhV8ewHaXSO0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNGBroSZ6b5KYkdye5M8mbu+MnJ7kxyb3d7UmTL1eSdDR9RuiPAb9XVS8ALgB+O8nZwJXAvqraDOzr9iVJK2RooFfVoar6XLf9TeBu4HRgK7Cra7YLuHhSRUqShlvSHHqSWeBcYD9wWlUdgkHoA6eOuzhJUn+9Az3JM4B/Bn63qv53CY/bkWQ+yfzCwsIoNUqSeugV6EmeyiDMP1BV/9IdfijJxu7+jcDhxR5bVTuraq6q5mZmZsZRsyRpEX3OcglwFXB3Vb3jiLv2Atu67W3AnvGXJ0nqq8966BcCvwp8Mcnt3bE/At4GXJtkO3AAuHQyJUrSePRdb/+K8zdNuJLJGBroVfVJIEe5e8t4y5EkjcorRSWpEX4EnaQ1z48uHHCELkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktSIoYGe5H1JDie544hjJye5Mcm93e1Jky1TkjRMnxH61cBFTzh2JbCvqjYD+7p9SdIKGhroVfUJ4BtPOLwV2NVt7wIuHnNdkqQl2jDi406rqkMAVXUoyalHa5hkB7ADYNOmTSM+nSRNzzX7D/Rqd8X5qyvTJv6maFXtrKq5qpqbmZmZ9NNJ0ro1aqA/lGQjQHd7eHwlSZJGMWqg7wW2ddvbgD3jKUeSNKo+py1+EPg08PwkB5NsB94GvCLJvcArun1J0goa+qZoVb3mKHdtGXMtkqRl8EpRSWrEqKctSkvS9zQwSaNzhC5JjTDQJakRTrnoSdbqVXLSeucIXZIaYaBLUiMMdElqhIEuSY0w0CWpEZ7lIkkjWm1nhDlCl6RGGOiS1AgDXZIaYaBLUiMMdElqhGe5aGQuiSutLo7QJakRBrokNcJAl6RGOIe+jjjnLbXNEbokNWJZgZ7koiT3JLkvyZXjKkqStHQjT7kkOQ54D/AK4CDw2SR7q+qucRV3pNW2CM5yjLsvTqVIguWN0M8D7quq+6vq+8CHgK3jKUuStFTLCfTTga8esX+wOyZJWgHLOcslixyrJzVKdgA7ut1vJblnxOc7Bfj6sEavHfGbr0ZH9KVX3xu0XvsN67fvTfa7Zy4dq+8/3ecbLCfQDwLPPWL/DODBJzaqqp3AzmU8DwBJ5qtqbrnfZy1ar31fr/2G9dv39dpvGE/flzPl8llgc5IzkxwPXA7sXU4xkqTRjTxCr6rHkvwO8O/AccD7qurOsVUmSVqSZV0pWlUfBj48plqGWfa0zRq2Xvu+XvsN67fv67XfMI6p6aonvY8pSVqDvPRfkhqx6gJ92HICSX4iye7u/v1JZqdf5fj16PdbktyV5AtJ9iXpdRrTWtB3CYkklySpJM2cBdGn70ku6177O5NcM+0aJ6HHz/umJDclua37mX/VStQ5bknel+RwkjuOcn+SvLv7d/lCkhcv6QmqatV8MXhz9SvAWcDxwOeBs5/Q5reAv+u2Lwd2r3TdU+r3S4GnddtvbKHfffvetXsm8AngFmBupeue4uu+GbgNOKnbP3Wl655Sv3cCb+y2zwYeWOm6x9T3lwAvBu44yv2vAj7C4DqfC4D9S/n+q22E3mc5ga3Arm77OmBLksUuclpLhva7qm6qqu90u7cwOO+/BX2XkPhz4C+B706zuAnr0/ffBN5TVQ8DVNXhKdc4CX36XcCzuu2fYpFrXNaiqvoE8I1jNNkKvL8GbgFOTLKx7/dfbYHeZzmBH7epqseAR4FnT6W6yVnqMgrbGfwWb8HQvic5F3huVd0wzcKmoM/r/jzgeUk+leSWJBdNrbrJ6dPvPwFel+QggzPp3jSd0lbcspZUWW0fcNFnOYFeSw6sMb37lOR1wBzwixOtaHqO2fckTwHeCbx+WgVNUZ/XfQODaZdfYvBX2X8meWFVPTLh2iapT79fA1xdVX+V5BeAf+z6/aPJl7eilpVvq22E3mc5gR+3SbKBwZ9jx/oTZi3otYxCkpcDbwVeXVXfm1Jtkzas788EXgjcnOQBBvOKext5Y7Tvz/ueqvpBVf0XcA+DgF/L+vR7O3AtQFV9GjiBwVonreuVBUez2gK9z3ICe4Ft3fYlwMerezdhDRva727a4e8ZhHkL86iPO2bfq+rRqjqlqmarapbB+wevrqr5lSl3rPr8vP8rgzfESXIKgymY+6da5fj16fcBYAtAkhcwCPSFqVa5MvYCv9ad7XIB8GhVHer96JV+1/co7/J+mcG74G/tjv0Zg//EMHhh/wm4D/gMcNZK1zylfn8MeAi4vfvau9I1T6vvT2h7M42c5dLzdQ/wDuAu4IvA5Std85T6fTbwKQZnwNwOvHKlax5Tvz8IHAJ+wGA0vh14A/CGI17v93T/Ll9c6s+6V4pKUiNW25SLJGlEBrokNcJAl6RGGOiS1AgDXZIaYaCrSUke6C7EktYNA12SGmGgS1IjDHS17JzuQwIe7T4U5YQkr0/yySMbdR+a8TPd9tVJ/ibJR5J8q1vl8DlJ3pXk4SRf6pZhkFYdA10tuwy4CDgT+Hn6r9h4GfDHDBaD+h7waeBz3f51DC7Fl1YdA10te3dVPVhV3wD+DTin5+Our6pbq+q7wPXAd6vq/VX1Q2A34Ahdq5KBrpZ97Yjt7wDP6Pm4h47Y/r9F9vt+H2mqDHStN98Gnvb4TpLnrGAt0lgZ6FpvPg/8XJJzkpzA4KPOpCYY6FpXqurLDNbd/hhwL/DJYz9CWjtcD12SGuEIXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGvH/Kms95FMNP+8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.hum.values, bins=30, kde=False)\n",
    "plt.xlabel('hum', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(data.windspeed.values, bins=30, kde=False)\n",
    "plt.xlabel('windspeed', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  2.7 两两特征之间的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4evQcqsPCoh8UFRVw+PCZRkkL8ThU2p67cA2vX7/BxYvu0NRUhy5Xp1H8V2pIiE/GjRt+KC0tw8OHQY0ag0oN0dHxiItLQklJCa65+6BLl06NroHGQfYaKm0DAp4iLCwKaWmZMDfr+U3FoFKDrPMjIP0aXR/XSgB4947fdmOz5SHPZoMQAgB48+at4LjNlJqBENIg7ZbaNFT6LC4pQWlpWaPV18L0NjfBx48fcenSdaSmZuLiRXcMHNiHapCBBgCY8P0oXLvmAx3tNkhJSUdISGSjtlukYWbWE6kpGUivuK+7fNkD9g7DRGzs7YfhzOkrAICrV31gWTHCKzIiFrk5/HvG2NhEKCoqQkFBAXod2iE5KQ15efkAAH//QDg5jxA5ZmOWyxYtNPHp0yckJaUCAG7fvg87x6r7Z2PT7khPy0RmRhZKSkrh7uYDG1vR0X42dta4dN4dAODlfgsDB4vmIQBwGm0H9ys+gv/KKkqYOXsK/t5xsIYUoFDqzjfbuckwzEaGYeYL/f+dYZh5DMP4MwxzFkCUDOV9NlyODrKe5Qj+83i54HB1xGy0kZXFtykrK0PR69do0UITHK6OYD0A8LJyweXoIDs7F7v+OoiU5CfIzAjF66I3uH37vlQNHK42nmVlC/5n8XLAEeuIFLYpKytDUVGFBk41+3JF923fXhfGPbvhydMwqRp0dNogOytX8D87Oxc6nDYSNjyhOLx+/QZaWppQVlbCvIUzsW3LXhH73Jzn2LfnCMJj7iImKRCvX7/BXb/AGjRog8erimc2Lxc6OmIaOG3Aq9BZVlaG10VvodWCr2H+wlnY+ofoMKn2em2Rl5ePvQf+xN0Ad/y993coKytJ1VBJG+3WyMmu6pB+nv0CbbRb1brf1yKenjxejkSnNIejjSyhvPD69Ru0aKFZp+Orq6vB3n4o/P2lp4Mw8q1aolSoQ7rsxUuwWreQsFO2HgSdC4fQcusasNpIxklluCXe3fSr0VdjlwMHh2H48P4DYuMSRff7Sp91OQ9nZ1v4+QcKbpYio2IxytkOHK42Pn78hPbtdaHL1WlwPT/9tAQe10/B/doJtGzVAn9u3SuzOHC42nj0OARdvjPEs4xQzJ3zIx4/DhHc1NW3hjmzp8PD85bUBy4crjbU1dRw46Y/ACllUYoerlAZrdy3Mj/u2LEeK1ZsQnk1D0UAwGnkCGTxcgR5o6HTQjwO1dkOHtxPEIeG9l+dhlf5hY0ag+o0dO5sIJFXaBy+DQ3itu/ff4CWlmid+/89BtVpkEV+FPclfI2urzaDnJwcgoNuIYcXiTt37uNpUFXb+fC/O8F7Fo7vOhtg776jDdZuqUnDxo2/YtCgPgINjVFfb9zwK0JDfLFj2zooKCiAw9VGWTmBhoY67vhewowZkwQP2qmGxtUAAIaGHaGhoY4DB7ahV68ecHUdA6Bx2i0bKvRsF9Ij8MXRRhZP7B5b4p6mjcCGf48teU/j7GyLyIgYFBcXIzUlHZ0666NdOy5YLBYcHYeBq8uReo7VxbCmOHxuuczLywebzYZprx4AABcXe5H7Dx2d1sjhVd1f52Y/h45OaxEt2kI2/Pu6t9DU0hCxcRw1Au5u3oL/S3/7BYf2ncCH9x9B+QzKy5v+IiO+2c5NAEcATAUAhmHkAHwPgAegN4CVhBAjGWr7bBhGcp3wzTTfRtKIECJ1Xw0NdTg62KBT535or2cKFRUlTJzgUoOG6o9fu03t+6qoKOPihX+xaMlakafO9aYBBL/+Ng8H9h0XPNGqRF1DDbZ2Q2Da3RrdOg2EsrIyxo4fWYMGyXV1TYvlK+fhn73HJDTIy7PQ07grjh0+C8uBTnj/7gMWLPpJqoYqR9VoAZFcWc/ULR0k9xO3qQ4Wi4VTJ/di375jSEvLrKugapyJ/v1w/zF4Dq7IGT8LH5+EouWGZaJ+W2qBbdABHx4F1+Kq8cqBklIz/LZ8Hi5d9qh3n3U5j+/HOeH8hWuC/39u3QsNTXX8uWU1jIw6ISw8GqVlZQ2uZ/78mXAcORmz5y5HUlIqtm9bK1VzQ8eBYRhwudqIiIhB2/a9sGbtnxg4sC9UVZvXuwYdnTYYM9oBe/cdldheyaBBfdCypRZ27PhHqv7P1WNnNxQvX+QhNEz6M8D+/c2Rmpohse/X+P2cOIjb9utnhtatWmC7UBwaOh0a4lrwNRomTnRBxw7tJNKNxuHb0EDToabjN24chKm8Rm+vx2s0AJSXl8PM3AbtO5jB3MwEXbtWzXE3Y+YitG3fC3HxSRg3dmSDtVtq0nDg4EmcO39NoKE+fNakZeWqP9C122D07WcPTS0NLFs6GwzDQI5hYNqrBxydpmD7jn9gZtoThoYdqYZG1gDw73VMe/XA1q17cfOmP35bsUCgoSHbLStX/YFuFXq0tDSwaLHo/dWXl48qmy5dDLFh06+Y98tKAEBh4WssmL8aJ07txa3bF5GRwUOZ0Aifr/P7ZeVykuts7Ni+Do8CPfH27TuUlpYJO/pCLVU2Jqbd8fHDByTE8UdHGnXrDL0O7XDD647EfhTKl/LNdm4SQtIBvGIYxgSADYAwAK8APCWEpFW3D8MwsxiGCWYYJvjwyc97pb2hyeLlQLdt1ZuaXK42crJzJW0qhvGyWCyoq6khP78QvKyq9QDA1dVGdk4uhlgPRHr6M+Tl5aO0tBTXrvmgbz9TqRp4WTloK/TUSZerIzGMXdiGxWJBXV0N+fkF4PGq2bfijUN5eXlcuvAvzp27imvXfFAT2dm54OhWPWnicLQFwwGEbbhCcVBTU0VBfiF6mfXE2g1LERrlh5/+NxULlvyMH2e5wsKyPzIysvDqVQFKS0vh6XEL5n1MatTAFXprlsPVlnhin83LBbdCJ4vFgpp6cxTkF8LUrCfWbVyG8Gh//Dx7GhYu/hkzZrkim5eLbF4uQoIjAADu7jfQw7grauN5zguRN1fbcFrjRW5erft9LeLpyeXqIFs8L/ByoSuUF9TUVJGfX1jrsffv/xPJyWnYs/dInfWUvngJee2qJ4ys1q1Q9vKViE150WugpAQA8PaqNxS+Ex0qpzzMAu/9AwHhyr4aGrMc6OvrQU+vHTb//hsmThgFXV0dBD25ie86G3y1z9rOQ0tLE+bmJvD2rmqUvHnzFjNmLsLkyXOQmpqBVi1bIC0ts15iIE1Py5Za6NHdCE+DwsDLysHHDx/Rr59ZvcX+c+PAy8pBj+5GuHqN/2SazWYjL+8VvutsUO8aTIy7QV9fDwlxgUhOfAxlZSXExwYI7IZYD4KDvQ1iYxNQXFwMQEpZlKKHX2eIluOc7Ofo398MDg42SEp8jDOn98PKagBOHN8tEpOOHduDlFc1ahsyLaqLw45tawW2Q6wHwcXZDkePnRPEoTHSQdy+hZZGo8ZAWMMQ60FYsXweLlx0F3mrhcbh29EgXCYAQFlZCQUFonXu//cYNJX8WMkQ60FwFLtG11eboZKiote4d/8hhttYiqwvLy/HpUvX4TLKvsHaLTVp4GXlQJerI9DQ0PV1ZTu8uLgYJ05cgLmZCXhZOZBny+PmLX+8f/8BGupqSE5OR48eRlRDI2sA+PcON2/589uPrVogIOAxevQwavB2i7Ce4ycuwFRsug4eL0dkShsuV1syr/JyBTb8e+yqexoOVxtnzx/ErBmLRV7K8PG+AyuLURhiNRpJSalITk6Xeo7iMfzSdBFGvFw+fhICS2sX9BvggAcPHiNN6AF1TvZz6Ai9yanNaYPc3JcixxO24d/XNUdhQZFg+0gXW1wTGpJuam6M7j2N8Cj8Jq76nERHfT1cun4MFMrX8M12blZwGMA0ANMBVD5WfSfNmBByiBBiRggxmzFlQiPIqzvBwREwMOgAPb22YLPZGDfOCZ6eviI2np6+mDx5LABgtIs97t4NFKwfN86JPweIXlsYGHRAUFA4Mp9lo08fEygpNQMAWFkNRLzYXJTCBAWHS2jw8LwlYuPheatKw2h7+Fdo8PC8JaGhcvjKv4d2IC4+GX/9fajWOISFRKFjRz20a68LNpuNUaPtccNb9InQDW8/fD9hFABgpPMIPKiYx9FxxET06m6NXt2tcfCfE/hr+wEcOXQaWVnZMDM3FsRhsEU/JCakStUQGhKFjvpVGlxG20s8lfLxvoPvJ/LfgnVyHoEH9x4DAOyHT4RxNysYd7PCgf3HsWvHARw+dBovXuSBx8uBgWEHAPz57MTnBa2O6LA4tOvYFtx2OmCz5WHnPAz+N6VPLVBf8POjXlVeGDuy+vxYMeTERSg/1sS6dUuhrqaKxUvWfZae4pgEyLflQp6jDcjLQ2W4JT7ceyhiw2qpJfitZNEPJemib4WqjLDGuxs1D0kHGrccREfHg6PbE3odzZGT8wK5uS/Qf6A97OyGfrXP2s5jzGgHeHnfxiehuVHV1dXAZrMRFBwOE5PuCAuLwsePn+olBtL0FBQUQV1dDYaGHREUHI4uXTohMzOr3mL/uXEICg6HoqICXFzswGazMXGiC5o3V0FqWka9a/D2uQPddiYw6NQXBp364v37D/jOiD/fkrFxV+zftwUOjq5o105XsO/4cU7wFIuJpxQ9np63ML4aPatWbUGHjmYw7NQXk1xnw98/EFOnzROJiYfHLXTs2L5ey8HnxEHfsC8MDDrAzm4I9u/bgvz8QpG3jBsjHYTt5eTk0L+/eaPGoFKDUdfOOHRwO8aNnwl7+2Ey0UDjIHsNlWWi0raDXjsEh0R8UzFoKvkRqLpG24tdo+vjWtmypRbU1dUAAM2aNcMQ60FISEgBwH8oWomD/TAkJCQ3SLulNg2VPidOcEFSUmqD19faQg+4R44cgZjYeAQFh0NJqRmGDhmMZs2a4fvxzlDXUEV8fBLV0MgaAOC6x00MHNAHoWFRMOzUEf0H9EZyclqDt1uE9TiNHIHYmEQRXyEhkdA30EP7ivu6MWMc4e11W8TG2/s2JrmOBgCMGmUr+EaAuroqrlw5inVrtuLx4xCRfVq14k+PpaGhhpmzXHHi+AWR7Y1dLiv1KCgoYOmSOTh17KLAT0RoNDp0bIe27bhgs+Xh5GIL3xv+wlLg6+OPsd87AQDsnWwQ+OCJYBvDMHBwssF1t6rOzVPHLsCsqzX6GQ/HKNspSE1Jx9iR00GpHULKm/wiw+DI/otPsloAKABIAJAKgAXAEoBnXfb9mq+cz589k/Tv14cYdelCBg3oR84d3f/VX0tnK3CJ48jJJDExhSSnpJHVq7cQtgKXbNq0i4xymUbYClzSXLUjuXzZgyQlp5GnT8NIp879BPuuXr2FJKekkYSEZOLg6CpYv3HjThIfn0Sio+PI6dOXiUrzDlK/ls5ic4iDoytJSEwhyclpZNXqLYIvrjmNmkpYbA5Rbt6BXLrsQZKSUsnTp6HEoFNfwb6rVm8hyclpJD4hmdg7TCIsNocMtnAihBASERlDwsKjSVh4NHFwdBXsI/619BaqhmT86BkkOSmVpKZmkE3rd5AWqoZk25Y9ZNK4n0gLVUPCadmVXHPzJikp6SQkOIL06m4tcYw/N+8WfC29haoh2frHHpKYkEJiYxLIhXPXiE4LI6lfS9dsbkDGuvxIkpJSSWpKBtm4bgfRbG5Atv6xh0wYN4toNjcg2i2M+BqS00lwUDgx7mYlcYwtv/8t8rX0Qf0cSWhIJImOiiOeHreInm6vWr+WbtS6N/lpwgKSlpxBMtKekb827ydGrXuT/dsPkzmTFxOj1r3JOJupJIf3nLx7954UvCokSXEpgn2DH4WRVy/zyYf3H0gO7zmZOe6XOn0tXUFRl4ysyI8pKelk9Zo/iYKiLtn0+y7i4jKdKCjqElU1fXL5sgdJrsiPnb/rL9g3LT2TvHpVQN68eUuePcsmPXpakQ4dzQghhMTFJZLw8GgSHh5Nfvp5Sd2+lm4yhOTOXUGK05+R4kweyd97hKSbDCEFB0+S5/NXkXSTIaTwyFnyKTmNfEpIJh+ehpGsUdME+z6zm0hKnr8k6b2G1ugj3WSITMpBpc/i4mKSlpZZLz6lnUflcvduILGznyiybsBAR5KYmEri4pNI4MOnJDk5rd5iUJMelzE/kMioWBIeEUMiI2NIampGo/iVFofJU+eSt2/fkY+fPpHc3BcpO5VoAAAgAElEQVRk8tS5DaqhchH+Eu/t2/dJbu4LEh4eTVJS0smbN28F+8pXxMR51FT+l0HF9Bh26iv4aqi4HvGvolsPGS3xtfTKmNR3OfjcODg4upJ3796RkpJSkp2dS8LCo0lCQnKjpsOChatJcXEJKSsrI+/evSfRMfGNnhfCwqJISUkJ+fjxE8nOziXXPW42ugYah6ahwcHRlWRkZJGSkhLy6dMnkpeXT56/ePlNxaCp5MfKa3RYeDRJFrtGf+210rjXEBIaFkUiImNIVHQcWbtuK2GxOURegUsCA5+SyKhYEhUdR86cvSL4enp9X6/roiEtPZMUFb0mqakZDV5H+PkFCM779JnLgi9GOzi6khcv8sinivp64aI1VIOMNLDYHLLs1w0kJjaBpKVnkhcvXjZKu8XPL4BEVZaJM5dJ65ZGEl9MH+U8jSQmppKUlHSybu02oqKkR/7Y/DcZO2YGUVHSI1oanYjbFS+SnJxGgoLCSdcug4iKkh5Zv247efv2HYmIiBEseu1MiYqSHrl4wZ3ExSaSuNhEMnXyXBF/NcWwIcoli80h27fvJ7FxiSQ+IZksXLRG4svlk8f+TFKS0khaaibZsvFvwtXsSnZt3U+mTZhDuJpdSUdtE+Jx7QZJS8kgYcGRpJ/xcMG+YxymkZCgcIljVi59egyjX0v/jOUTL5o09UVWsWEqOvm+WRiGOQCgkBCynGEYSwBLCCEOte1Xkpcq88CpcAfXbtTAlMs4/2g0U5Gpf0D2MQAAHWWt2o0amOSi7NqNGphEo861GzUw+tFxspZAoQioZrbZRkX2V0cKhUKhUCj/FWTdblGUV6jdqIH5WFpcu1EDo928bh95bUiy8qNlnR2aJMXZMU2+ea3A6SqTtJOXhdOmQsWHhPoCGAsAhJC7AO7KUBKFQqFQKBQKhUKhUCgUCoVCqSPfbOcmwzBGADwBXCWEJNVmT6FQKBQKhUKhUCgUCoVCociEchnOadnE+WY7NwkhsQA6yloHhUKhUCgUCoVCoVAoFAqFQvkyvvWvpVMoFAqFQqFQKBQKhUKhUCiU/yjf7JubFAqFQqFQKBQKhUKhUCgUyn8CQoelS4O+uUmhUCgUCoVCoVAoFAqFQqFQ/pPQzk0KhUKhUCgUCoVCoVAoFAqF8p+EDkunUCgUCoVCoVAoFAqFQqFQmjLlZbJW0GShnZtfiAp3sKwl4B3vvqwl4CezZTL1f/FFiEz9A4Acw8haAlKKcmQtAeXlsp//o3+a7OOgzFaUqf8yOg8LAKCsCeRHRXm2rCXgQ8knmfrXaKYiU/8AUPTxnawlgBAiawnQUGouawko/PBW1hJkHgeaH/m0VtGQtQS8eFcoawlo01xT1hLgotZVpv5PvwqVqf+mwofSYllLaBK0UFKVqf/CJnCNlpdjyVpCk4gDhfK50GHpFAqFQqFQKBQKhUKhUCgUCuU/CX1zk0KhUCgUCoVCoVAoFAqFQmnK0FF6UqFvblIoFAqFQqFQKBQKhUKhUCiU/yS0c5NCoVAoFAqFQqFQKBQKhUKh/Cehw9IpFAqFQqFQKBQKhUKhUCiUpkwT+GhqU4W+uUmhUCgUCoVCoVAoFAqFQqFQ/pPQzs16wsbGEtFR9xAbG4ClS+ZIbFdQUMCZ0/sRGxuAgAceaN9eV7Bt2dI5iI0NQHTUPQwbZiFYP2/eDISH3UFY6G2cOrkXioqK9aZ31eadGGz/PZxdf663Y4rTzcIYm+/8jT/u7oHd/5wlttv86IBNvruw3mcHlpxZixbcloJth1MuYJ33Nqzz3oZf/v31s/wOHTYYoeF3EBHlj0WLJc9PQUEBJ07uQUSUP/zvXUW7dlwAgJX1QDwIvI4nT33wIPA6LCz6CfYZPdoej5/4ICj4JjZuWl4nDSFhtxEe6YeFUjQcO7Eb4ZF+8LvrJtBgatoDAY88EfDIE4GPveDgaAMAUFRUgP+9qwh87IUnQTfw28oFNfofNswCkZH+iIm5jyVLZlfr/9SpfYiJuY/7990F+VFLSwM3b55HXl4cdu3aILIPm83Gvn1bEBV1FxERfnB2tpU4ro2NJaKj7yMuNgBLl0opB2f+QVxsAAIDxMrBsrmIiw1AdPR9kXKgrq6G8+cPISrqHiIj76JvH1MAwLp1SxEa4ovgoFvw9joLHZ02Ev4shwzE/aeeCAjxwZwFM6rRw8Y/R7YjIMQHHr7noNuWI9jWpWsnXL95Bn4P3XE78CoUFRUAAE6j7XA78Cp8A9xw+tJBaGppSBxXmPrOC5XIycnhwUMPXLx8uEb/AD8/hIXfQWTUXSxe/L9qNZw4uReRUXdx9941tGvHTxdr64EICPTA06c3EBDoIVImKrl46V8EBd1sdP9sNht79m5GeIQfQsPuwMlpRK0a6rNMNG+ugidPfARLVlY4tm1bW6OGIUMHIzjUF2ERfli46KdqNRw7sRthEX64439FkBd6mfbAg4ceePDQAwGPPEXygrq6Kk6e3oug0Ft4GnIT5r1NatTwpXWVlpYGbt28iPxXCfjrr00i+2xYvwwpyU+R/yqhRt+VWA8ZhEfBN/A07BbmLZxZjQY2/j22C0/DbuHGnYtoWxGHtu24yMyNgP+Da/B/cA3bdq0HACgpNcPZiwfxMMgHDx57YvW6xfV67sDn19Mnju9BdNQ9hIXexqGD2yEvL9+o18dKFi78CSXFPLRoodng6QAAv61egPCYu0jnhUomQAX/3+NA8+OXpYOs6uumFgfRmAzAvSceCAj2xpz5P1Ybk/1HtiMg2BsevmcFMRk1xh43710WLJl5kTDq1rlGX9LoYtETK+/swuq7f2Po/5wktlv9aI/ffHfgV5+tmHNmFTSF2vIjl0/Cilvb8dvtnRi9dtpn+R0ydBCehN5EcPhtzF80S2K7goICjhz/C8Hht+Hrd1lQLivh6uogMyccc+fx42Zg2AH3Aq8LlgxeGH6eXbMmWWsYNswCERF+iI6+hyVLqm87nTq1F9HR93D/vmjbKTDQE0FBNxEY6AkLi/6CfdzdT+DJEx+EhPhi9+7fISdXc1dAU9AgjKzKRFO4t2yIe7sxYxwRFHQToaG38fvvv9U5Hl8TE1Oznnj42AsPH3vh0WNvOI60kdiXQvlSmlznJsMwegzDRH+G/XGGYcZU/D7MMIxRNTbTGIbZW586hZGTk8Pff2+C48jJ6NnTCuPHO6HLd4YiNtOnf4+CwiIYGQ3E7t3/YnPFBaTLd4YYN84JxsbWcHB0FVzkORxtzJnzA/r2s4dJr6FgsVgYN25kvWl2thuGAzs31W74hTBycnDdMAO7pv2OVcMWos/IgeAY6IrYZMamYYPjr1hruxjBPo8wdsVkwbbij8VYZ7cU6+yWYs/MP+vsV05ODjt3bYCL8zSY9bLB2LEj8d13BiI2U6eNQ2FhEXp2t8K+PUcEFcqrV/kYO2YG+vS2xU8zl+DfIzsB8CuFTZtXwMF+EszNhqN165awtOwv4VtYw46d6zF61HSYmw7HmLGO6CymYcrUcSgsfA3jHtbYt/co1m/kd+DGxibCYqATBvZzgIvzNPy9ZxNYLBY+fSqGg90kDOhrjwH9HDB02GCYmxtL9f/335vg5DQVxsZDMG7cSHwnlh+nTRuPwsIidO06GHv2HMamTSsAAB8/fsL69TuwfPnvEsddvvwXvHyZh+7dLWFsPAQPHjyW8Lv779/h6OiKHj2t8P14Z3TpIur3h+kTUFhQhC5GA/H37n+xefNKAECXLoYYP84JPY2t4eAwCXt2bxY0dnbt3IBbN/3RvbsFTE2HIS4+CQCwY8c/6GU6DGbmNvD2vo1VKxdK6Pl920q4jv0ZVn1Hwnm0HQw764vYTJg8GkVFrzHQ1Bb//nMSK9ctAgCwWCzsPrgFyxdvgHV/J4x1mIaSklKwWCxs+GM5xjpOx7CBLoiLTcT0mROrTYdKDfWdFyr535zpSExIkepbWMPOXRswynkaTHsNq7FM9Ohuib0iZaIAY8b8iN69R2DWzMU4fGSXyH4jnYbj3dv3MvG/7Ne5ePnyFYx7WsO011AEBDypUUN9l4m3b9+hTx9bwZKZyYO7u0+NGnbsXIcxLj+gt9lwjK42L4xFYWERTHpaY/++Y4K8EBebCMtBzhjU3xGjnafjr91VeWHL1jW47Xsf5r1sMKCvAxITkmuNw5fUVR8/fsK69dvw6/KNEsf19LqNAQMdpPoV17Blxxp8P2YGBvS2x6jRDugkVi4nTRmLwsLX6G1igwP7j2PN+iWCbelpmbAa5AyrQc5YurCqM3nfnqPob24L60Gj0LtPLwwZOrjezv1L6ulz56+iW3cLmPQaCiWlZpjx46RGvT4CgK4uB0OHDEZGRlajpcNNH38Mtx4r4U/Y77cQB5ofPz8dZFFfN7X8KK5t09ZVmDzuf7DqNxJOo+1g2LmjiM33ri4oKnyNgWZ2+PefU/itIiZXL3thuMUYDLcYg/k/r8CzTB5io+v28EkYRo7B2A0/4MC0P7B52CKYjhwAbQPRDrys2HRsc1yBP22XIcLnCZxWTAIAdOjVCR3NOmPLiKX4w2Yx2vXUh0FfiVs0qee+dcc6jHOZgX7mthg9xgGdO4vWl65TxqCw8DXMjIfin33HsG7DUpHtm7esxB3f+4L/yUlpsBgwEhYDRsJqkDPef/gAT49bTVaDnJwc/vprI5ycpsLEZGhF20my3VJQUIRu3SywZ88R/P67cNvpB5ibD8fMmYtw9GhV28nVdQ769LGFqekwtGrVAqNH29cYA1lrENcjizLRVO4t67sdq6WlgT/++A22thPQq9dQtGnTElZWAxo8JrExCRg0YCT697WHs/NU7N79u8j9DaV2CClv8ousaHKdm18DIWQGISS2sf2amxsjJSUdaWmZKCkpwcWL7nAUe8vK0dEGp05dAgBccfOCldVAwfqLF91RXFyM9PRnSElJF3RaybPkoaTUDCwWC0rKSsjJeV5vms2Mu0NdTbXejidOR2MDvMjIxctnL1BWUoonHoEwtjEXsYl/FIPij8UAgNSwJGhqt/hqv2ZmPZGakoH09GcoKSnB5csesHcYJmJjbz8MZ05fAQBcveojqEwiI2KRm/MCAL9jSVFREQoKCtDr0A7JSWnIy8sHAPj7B8LJWfpbYmZmPZGaWqXhymVPSQ0OQ3HuDF/DNSENHz58RFlZGQCgmaIiCKna5907ficSmy0PebY8iPBGIcTz46VLHtXmx9OnLwMA3Ny8BZXZ+/cf8PBhED59+ihx3KlTx2Hr1n0AAEIIXr0qENne29xExO+Fi+5wdBwu4VdQDq54wVpQDobjglg56G1uAlXV5hg4sA+OHjsHACgpKUFR0WsAwJs3bwXHVVZRloiHiWl3pKc+Q2ZGFkpKSuDu5o3hdlYiNja21rh0zh0A4OV+CwMt+gIALKz7Iy4mUdDwKSgoQnl5ORiGAcMwUFZRAgCoqqrgee7L6pIBQMPlBQ5HG8NHWOHE8QtSfVdpMJYoEw4OovnBwd5GqEx4CzRERMRUWyYAQEVFGb/8MgN//rlHJv6nTBmL7dv2A6g+PwrTUGWiEn19PbRu3QIBAU+l2piK5QW3y56wtx8qYmNnPxRnz7gB4OcFC0v+E36RvNBMUZDXVVWbY8AAc5w8cRFAZfl4U+c4fE5dVRmHjx8/SRz36dNQ5Oa+kOpXmF6mPZCemoGMdH65vObmBVv7ISI2tnbWuHD2KgDA49pNDKrmjWFhPnz4iMAH/M7tkpISREbEQocr+iZ3Y9fTN274CY4bFBwu4b+hr48AsH37Oqz47fdq64qGSAcACAmOwPPn0q+JjV1PyCIOND9+fjrIqr5uavlRGGPT7khPy6yISSnc3XxgY2stGhM7a1w6LxSTwX0kjuM02g7uV6Q/eKuJ9sYGeJnxHK+evUBZSRlCPR6iu1hbPulRDEoq2vLpYUnQqGjLExCwFdmQZ8tDXoENljwLb14W1cmvqVkPpKVmIKOyvrziBVsH0XJpZz8U58/y60v3azcw2LKqXNo5DEV6+jPExyWhOiws+yM9LRNZz7KbrIbKMlrZZrh0yQMOYu1HB4dhOFPRfnRz84alJb/dEhERgxwpbafKtrO8vDzYbHaN+bApaBBGVmWiKdxbNkQ7tkOHdkgS0uDnF1DtqLz6jklN9zcUytfSVDs3WQzD/MswTAzDMLcYhlFiGMaYYZjHDMNEMgxzlWEYibEcDMPcZRjGrOL3dIZhEhmGuQdggJCNI8MwTxiGCWMY5jbDMG0YhpFjGCaJYZhWFTZyDMMkMwzTUtxHdXA5Osh6liP4z+PlgsPVEbPRRlYW36asrAxFr1+jRQtNcLg6gvUAwMvKBZejg+zsXOz66yBSkp8gMyMUr4ve4Pbt+/ivoNFGC/nZeYL/BTmvoNlGS6r9oHHWiLobJvjPVlTAmut/YuXVzTARa0jVBIejjSyeWFpwtMVs2ghs+GnxRmJokLOzLSIjYlBcXIzUlHR06qyPdu24YLFYcHQcBq4uB9LQEUprAMjm5YAjNmRah9NGJD+8fv0GWhUazMx64knQDTx66oMF81YJKgA5OTkEPPJESnoQ/P0CERwcIT0GWVWNJR4vBxxOG6k2lf5rGh6lrq4GAFi7dgkePfLCmTP/oHVr0eLB4Ur65YrHnquNZ0J+i4r45YBbnWauNjp2bI+8vFc4cngXgp7exMED26CsrCSw27DhV6SmBGHChFFYt36biC9tnTbIFsoLOdnPoS2WDtqc1sjm5YrEQVNLAx319QBCcObyIdy4ewn/m/cDAKC0tBQrFm/EnYBrCI27C8PO+jh36orUuDVUXtiydTXWrNyC8jpMKM3P76Kx1ZHID1U20vKDcJkAgDVrFmP37sN4/156p19D+a/Mj2vWLEbgQ0+cOr1PIj+KHr/+y4Qw48c74dIljxptOJw24GWJXpvE46DD0RbYlJWV4XVRVV4wNeuJx0E+ePjEGwvnr0ZZWRn09NoiLy8f+w9sxYPA69izd7NI+RDna+qq+kKH0wa8ijIHANm85xJTSmjrtAGPJ1YmtPga2rXXhd+Dq3D3OoW+/USHegKAmroqbGyt8ODeI7Hzkk09LS8vj0kTRyMlJb1Rr48ODsOQzctBZGT1z3sbOh2k0dj1hKzjQPNj3dJBVvV1U8uPwujotEaOUN7MzX4OHZ3WYnGrsuHH5K3E0HvHUSPg7uZdq7/q0GijhcLsV4L/hTmvoN5Gen3Qd5wVYu+GAwDSQ5OQ+CgGG4MOYtPTg4i7H4HnKbw6+dXR0RaUOQDI5uVKlEsdThvwsoTOvegttFpoQllZCfMXzsLWP6Q/eHUZY48rlzybtAaOWPuRx8sBlyt+P1N7u2XUKDtECLXdAOD69ZPIzAzF27fv4FZD3mgKGoSRVZloCveWDdGOTUnJQKdO+mjfXrdCgw10a9Ag4esrYmJmboyg4Jt4EnQD8+evFNzfUChfS1Pt3DQEsI8Q0hVAIYDRAE4C+JUQ0gNAFACpk5sxDKMDYD34nZrDAAiPgwgA0JcQYgLgPIBlhP/u7GkAkypshgKIIITkoQ4wjOQ68adQTDVGhBCp+2poqMPRwQadOvdDez1TqKgoYeIEl7rIaRJIO9/q6Os8CHo99HHjkLtg3dL+P2PDyF9xaN5fmLBmOlq1k5xP8Uv91mbTpYshNmz6FfN+4Q89Kix8jQXzV+PEqb24dfsiMjJ4KCstrUGD5DoJDajWCAAQHByBPuYjYDnYGYuX/E8wd1R5eTkG9nNAl079YWraA12MOknx//UxEEdengVdXQ4ePQpGv372ePIkBFu2rKonv9L3lWexYGLSHQcPnoR57+F49+49li2bK7BZs+ZPdNQ3x7lzVzF79nQxX5LnUdd0YMmzYN63F+bOWgZn28mwtR+CgYP7QF5eHlN+GI/hFmPQq4sl4mIS8Us1c7TVhwag+rwwYoQ18l6+Qnh43WbvqFNa16FMbNy0HL/8wh8W2aOHETrqt4fH9Zrn2mwo/8L5cUB/Bzx9EorNm6XPFdQQZUKYsWNH4uLF6zXaSMv7ojaS+1VqCAmOQF9zW1hZjMKixT9DUVEB8vLy6GncFUcOn8GgASPx7v2Haud1rcvxa9ZZf4/VvyYtnue+gElXK1gPGoXVK7fgwOEdaK6qIrBhsVg4dGQnDh84hYx00SGfsqqn9+zejAcBT5CQKDmFRENdH5WUmmHF8nlYt367pPBazrUuNrWlQ000Zj0h6zjQ/Pg56VD9OYnYNEB93dTyo5jjL9RWZWNi2h0fP3xAQpz06Uo+X0P1pmbOA9Guhz78DvHrwpbt20DbgIs1ff+H1X1/Rqf+3aDfu8uXuq3zuS9fOQ//7D0mGO0kDpvNxgg7a7hfrfnNPVlrqI/6uksXQ2zatBxz564QsRk5cgo6dDCHoqJCjUOhm4KG2gQ1RploGveW9d+OLSwswrx5K3Hq1D7cuXMZGRlZKK1BQ33qCQ4Kh7nZcFgMcsLiJbMF97oUytfSVDs30wgh4RW/QwDoA9AghNyrWHcCwOBq9+TTB8BdQshLQkgxAOGxm7oAbjIMEwVgKYCuFeuPAphS8fsHAMfED8owzCyGYYIZhgkuL3snWJ/Fy4Fu26on7lyuNnKyc0X2zeLlQFeXb8NisaCupob8/ELwsqrWAwBXVxvZObkYYj0Q6enPkJeXj9LSUly75vNZb0fImoLcV9DiVL1JpanTAoUvJIeNGg3oDoe5o7F7xhaUFlddUCttXz57gfjHMWjXtUOd/PJ4OdDliqWF2HB+Hi9XYMNPC1Xk5xcC4D+hP3v+IGbNWIy0tEzBPj7ed2BlMQpDrEYjKSkVycnpUjVk83JF0pTD1UGO2JDN7OxckfygJqShksSEFLx79x5GRqITXhcVvUHAgycYOqz6IsDj5Yg8eeNydQRDQ6qzkeZfmFevCvDu3Xu4u98AALi5ecHYuJvoMbMk/WaLxz4rB22F/KqrqyE/v6CifIhpzn6OLF4OsrJy8DSI/1bvFTcvmBh3l9B3/vxVjBplJ7IuJ/u5yJswOpw2eC6WDnwbbZE4FBQUISf7OR4HBqMgvxAfP3yEn+8DdOtphK7dvwMAZKQ/AwB4XLsB0z7Vz30KNExe6NPPFLb2QxAVex/HTuzGYIt+gjl8qoOf30VjmyuWH7KFbMQ1cLjaOHf+IGbOWCQoE7379IKJSXfExgXg9p1LMDDsAJ8b5xvNf2V+vF7Ruerm5o2eYvlRVEP9l4lKunfvAnl5FsLComq04/FywdUVvTblipWPbCEbFosFNXVVFFSXF95/gJFRZ/B4OeDxchFS8Ra3+zUf9OzZFdL4mrqqvsjm5Yq8+cHhtpEY0p6TnQsuV7RMFBQUori4BAUFfC2R4TFIT8uEvkFV3bDz741ITUnHwX9OSPiVRT29auVCtGqlhaVL1zfq9VFfXw96eu0QEuyLpMTH0NXVwdMnN0Xebm7IdKiJbykOND/WnA6thNJBVvV104hD9VMy5WQ/h45Q3tTmtEGu2LB6YRt+TJqjsKBq6PdIF1tc+8Ih6QBQmPsKGpwqfRo6LfC6mrZ8pwHdYTPXBYdmbBW05XsM7430sCQUv/+E4vefEHc3HHomhhL7Vke2UJkD+O0A8XLJry+Fzl29OQryC2Fq1hPrNi5DeLQ/fp49DQsX/4wZs1wF+w21GYzI8Fi8fPkKNSFrDTyx9iOXq4PsbPH7GentFi5XGxcuHMIMobaTMJ8+fYKnp6/E0OampkEYWZWJpnBv2VDtWG/v2xg82AmWlqNq1SDh6ytiUklCQgrev3sPo65f9sGzb5by8qa/yIim2rkpPKlXGYCaP0dcPdIeVewBsJcQ0h3ATwCaAQAh5BmA5wzDWIPfOSpx5SOEHCKEmBFCzORYVU/ng4MjYGDQAXp6bcFmszFunBM8PX1F9vX09MXkyfxJ9ke72OPu3UDB+nHjnPjzb+i1hYFBBwQFhSPzWTb69DGBklIzAICV1UDEx3/hk1cZkBaRjDZ6Omip2xostjz6OA5AuG+QiE27rh0wZfNP2D1jC968qpqPSFlNBfIK8gCA5pqqMDT9DjlJNU+8XklISCT0DfTQvr0u2Gw2xoxxhLfXbREbb+/bmOQ6GgAwapQt7lUMF1NXV8WVK0exbs1WPH4cIrJPq1b8xp2GhhpmznKtca7DkJBIdNSv0jB6jIOkBq87mDCJr8FZSEPl0AAAaNuWA8NOHZGRmYUWLbWgrs6fI7VZM0VYWg1AUkJqtf7F8+PYsY7V5kdX1zEAABcXO9y9+1Dq+VTi5XVb8JU/K6sBiBObRygoOFzE7/hxTvD0FJ0o3dPzVlU5GG0Pf0E5uIXxYuXgaVAYnj9/iaysbHTqxP+wgLX1QMTFJQIADIRuIh0dbJAg9nGd8NBodNBvh7btuGCz2XByscMtH38Rm1s3/DF2Av/rn/ZONgi8z58n7d6dQHTp2gnNKuYu6zvADEkJKcjNeQ7DzvqCocKDLfsjWUo6AA2TF9av3YYunQagu9FgTJ86D/fvPcLMHxfVoCFCokx4eYnmBy9vX6EyYYd79/j5QV1dDW5XjmGtWJk4/O9pGOj3gVGXgRg6ZCySk9JgO+L7RvMPAN7edzB4MH/ONSurAYiPr35eK6DhygQAjBvnVOtbmwAQGhIJfaG84DLGAd7edyTOaeIk/ptWzqNscV9aXjDsgIzMLLx4kQceLwcGhvyyYGHZHwk11BNfU1fVF2GhUeigr4d2FXFwdrHHDW8/EZsb3n4YP3EUAMDReTgC7vM/Xtaihabggx3t9XTRUV9P0HGxYtUCqKk3x8rlm6v129j19PTpEzBsmAVcJ88FIaRRr4/R0fHg6vaEYae+MOzUF1lZOejdZzhevKgajNJQ6VAb30ocaH6sPR1eCqWDrOrrphGH6ju4IkKj0aFjZUzk4eRiC98bojHx9fHH2O+FYvKg6sN6DMPAwckG192+vGquGQEAACAASURBVHMzMyIFrfS0oaXbCiw2C70c+yPKN1jERrerHr7fPAP/ztiKt0Jt+YLsPBj0MYIcSw5y8izo9+mC58l1a8uHhkSho1C5dBltjxteovWlj/cdfD+RX186OY/Ag3v8cmk/fCKMu1nBuJsVDuw/jl07DuDwodOC/UaPccCVyzUPSW8KGiqvEe3bV7VbJNpOXrcxqaL96OIi1nZyO4Y1a7bi0aOq9FJRUYa2Nn8YN4vFwogRVhJt56amQRhZlYmmcG/ZUO3YKg3qmDVrMo5VzBVcG18TE9E2LReGnTois5YPrFEodUVe1gLqSBGAAoZhBhFCHgCYDOBeDfZPAPzNMEwLAK8BjAVQOUGhOoDKSV+miu13GPzh6acIIXWe/KGsrAwLFqyGl+cZyLHkcOL4BcTGJWLtmiUICY2Ap6cvjh07j+PH/kZsbAAK8gvhOnk2ACA2LhGXL3sgIsIPZaVlmD9/FcrLyxEUFAY3N288fXIDpaWlCA+PweHDZ+oqqVaWrt2CoLBIFBa+xhBnV8z+cTJGi02i/jWUl5Xj9JrDWHRyFeRYcgi46IfspCw4LxyP9KgUhN8OxrgVk6Go3Ayz9y8GALzi5WHPzD+hY6CLqZtnVQy/YuD9z1Vk17FBVFZWhsWL1uLa9ZNgseRw6uQlxMUlYdXqhQgNjYK3122cOH4Bh4/sQkSUPwoKijBtyi8AgJ9+noqO+u3x64pf8OsK/jonxyl4+fIVtm5bg+7d+cNptvyxG8nJaTVqWLp4Ha66nxBoiI9LwspVCxAaGgUf7zs4eeICDh3eifBIPxQUFGH61HkAgH79zbBw0c8oKS1FeXk5Fi1Yg/xXBeja7TscOLQNLBYLcnIMrl7xFvlAgLj/BQtWw8PjFFgsFk6cuIC4uESsWbMIISFR8PLyxfHjF3D06F+IibmP/PxCTJlSNdQ7ISEQqqqqUFBgw9FxOBwcXBEfn4RVq/7A0aN/Ydu2tcjLy8esWYsl/M5fsApeXmfBkpPD8RMXEBubiLVrlyAkhF8Ojh47j+PHdyMuNgAFBYWY5FpRDmITcemyByIj/FFaVoZ581cK5pNcsHA1Tp7YAwUFNlLTMjFjBr8j7/ffV6BTJ32Q8nJkZPIwZ85yCT2rlv2Os1cOQY4lhwtnriIxPgVLVsxFRHgMfH38cf7UFew+sAUBIT4oLCjC7B/5X8EtKnqNQ/tPwPvOBRAQ+Pk+wJ1b/LnLdm3dDzevEygpLQXvWQ4WzpY+HLoh8sLnwi8Ta+B+/SRYLBZOnrxYTZm4iMNHdiIy6i4KCgoxVVAmpqCjfnssXzEPy1fwdY10nFzrGw+N4X/1qi04fGQntm5dg7y8fPz009IaNTREmQCAMWMc4OQkXpVUr2HJ4vVwu3YcLJYcTp+6jPi4JPy2agHCKvLCqRMXcejwDoRF+KGgoBA/TJsPAOjbzwwLF/+EkpJSkPJyLF64VpAXli1ej8NHdoGtwEZ62jPM+d+yWuPwJXUVACQmPIKaGj8OIx2Hw95+IuLik/DH5pUYP94ZyspKSE0JwrFj57BxU/VvE5eVlWHFkg246HYYcizW/7F33mFRXF8DfmcXsPeK2GJLjLH3FrGLgCW2JGrsSYwl9hZ77L3E3nuvSBGkiCB2wYLYQWmKCFiiAst8fyysuyxLU7L4/e77PDy6M3fmnDnn3Dr33mHf7iPcDXjAxCkj8b1+i9OObuzZdZi1Gxdz6bozUVEx/DpwNACNm9Zn4pSRxMerSEhQMW70DKKjYjAvVYIx44dy7+5D3DzVH37Zsmk3u3ce/izPnpl6es0/8wl6Esw5T/V2K8eOO/yn5WN64vFz+wFg+uzxdOtuQ67cufDzP8vunYdYvOAfHbn/3+0g4jFzfjBGfZ3d4jG5btMmzGPP4Q0olEotmwzD7/ptXJw82L/7KCvXz8frioPaJoM/1oONmtQjLPTZJw0aJKgSODx9K3/snIJCqeDCQQ/C7wfTcXQPntx8xK0zV+k8uQ9muXMyYK06X0SFvGDTkMX4OlygSpPvmHR6Ccgyd876csv1WrqffcK4WRw+vhWlQsmeXYcJCHjA5L/+5Pr1mzg5uLF75yHWb1rCFd8zREVFM3jA6DTvmytXTixbNWX0n9OyvQ4qlYrRo6djZ7czsd2ibjtNmzaGa9duYG9/JrHdspxbt84SFRVN377qdsvvv/ejYsXyTJo0gkmT1O0pW9u+SJLE4cObMTMzQ6lUcvbseTZt2p2tdUiujzHyRHbpW2ZFO3bp0plUr67evW/evBWp6vC5bNK4SX3Gjv3Yvxk9alqqHwUVCDKC9Dn30vocSJJUHjgly/J3ib/HAXmB48B6IDfwCBggy3KUJEnbE9MfliTJAxgny/IVSZIGAJOBMMAXUMqyPFySpM7ActQDnBeA+rIsWybKMgUigQayLAekpqdZjtJGN9zbEON/YOi3eoY70v8FB59fTTtRFqNIaVOa/5hYVfr2SMlKVAnG3wy6eJ7MTPL+vLyOfWdU+SrZeEsBshMqIy6JSCKHiamxVeBdnP7Xzf9LCuRM316MWUnM+7dpJ8piskNbq2CuvMZWgeh3b4ytgtHtIOJRTXaor5+//XxbbmSWEnk/3wfbMssP+Q1vZ/JfsDsyfYOe/995Fx+bdqL/AYrkymdU+dHZoIyOzwZ9KhOF0tgq8Obfx8bvZGdDPtzzMn4lngY5qjQziu+y3cxNWZYDge+0fmvvvN0ohfT9tf5vqfX/baSwb6YsyyeAE8mPJ1IT9YeEUh3YFAgEAoFAIBAIBAKBQCAQCATGJ9sNbhoLSZImAUP5+MV0gUAgEAgEAoFAIBAIBAKBQJCNEYObiciyvABYYGw9BAKBQCAQCAQCgUAgEAgEAh2ywbYF2ZXs+rV0gUAgEAgEAoFAIBAIBAKBQCBIFTG4KRAIBAKBQCAQCAQCgUAgEAi+SMSydIFAIBAIBAKBQCAQCAQCgSA7IycYW4Nsi5i5KRAIBAKBQCAQCAQCgUAgEAi+SMTgpkAgEAgEAoFAIBAIBAKBQCD4IhHL0jNJgiwbWwV+qzfB2Cqw4coio8q3q2hlVPnZBZWYng5kDzsYW4f4bPAFPQnJ2CqgygZ2iE8w/vtDY9dV7+JijSpf8JE3se+NrQIKhfHzRKwq3tgqCICIf2OMrUK2iMerNYsYWwV+uBdhVPm9itQ2qvzsQjzG71tmB+Z89dyo8mtezw7tR+Pr8D4+ztgqCAyRYPz+bnbF+LW6QCAQCAQCgUAgEAgEAoFAIBBkAjG4KRAIBAKBQCAQCAQCgUAgEAi+SMTgpkAgEAgEAoFAIBAIBAKBQCD4IhF7bgoEAoFAIBAIBAKBQCAQCATZmWzwjYnsipi5KRAIBAKBQCAQCAQCgUAgEAi+SMTgpkAgEAgEAoFAIBAIBAKBQCD4IhGDm5+J9u0suX3LkwB/LyaMH6Z33szMjL171hHg78V5LzvKlSutOTdxwnAC/L24fcuTdm1bAFC6dCnOOB/i5g0P/HzdGDF8UIb0+a5FLea5rmS+x2o6Du2id77dIBvmuCxnluNSxu2ZQRGLoppzmx8eYKbDYmY6LGbEpokZkpteps5bxvfWP9Klz++f/d6tWjfH54oTl647M3L0EL3zZmambNq2nEvXnXFyPUiZshYAlClrwZNwP9zPHcf93HEWL5+luebAkc24e53g3IVTLF4+C4Ui9azzuXXIlSsnew9u4PxlR85dOMW0mWNTld+2bQuu+7py46YHY8cOTUG+GTt2/sONmx54nD1O2bLqeGzVqhle3nZcuuSEl7cdLVo01rv24KFNXL58OlX5STrcuOHO7duejBv3R4o67Nq1htu3PfH0PKHJE4ULF+T06f28eHGH5ctn61zTvbstly+f5tq1M8ydOyVNHVq2bobXZQd8rjkxfNTgFHQwZcPWZfhcc8LhzH7KlC2lOVe1WhVOOe/jrI8d7t4nyJHDDIBJU//k6i03HgZfSVN+kh0+ty9MTU1Z/c88fP3cuHbdlc6dO6SqQ7u2lty84YH/7XMGfbF711r8b5/jnOfJZL44QOSLAFYs/1vnGmfng9y84cGli05cuuhEsWJFUrXB544FU1NT1qxZwM2bHvj5udGli5X+c7ez5NYtT+74ezHeQLm8Z8867vh74Z2sXJ4wYTh3/L24dcuTtonlMsD9exe4fu0MVy47c8HHQXO8WzcbfH3d+PD+KXXr1DBoh88dC45O+7nu64rPBQd8Ljho/JAk63PVSWC4nvtjaH8C/L2Ijw2hSJFCerLq1K1BzOsHGh+1afs913xd8bvpzpix+nWA2g6r8bvpjvvZY5RNLB9btmrGOe+TXLzkyDnvkxo75M2bh/MX7DV/QU+usnDRtBR9kES7dpbcunkWf38vxo8zEBu71+Lv74XXOTudmHQ+fZCXkXdZsWKOzjWzZ03g4YNLvIy8a1jmZ47HAgXys3//Rm7ePMuNGx40algXgJkzx3PtqgtXLjvjYL8Xc/MSevLatm2Bn58bt26dZdy4lONx165/uHXrLJ6euvHo7X2Ky5dP4+19ihYtmmiumTlzPPfv+xAR4Z+iDfRsYuSyCaB1m++5cs2F635ujB7zW4o6bNuxiut+bri6H9HEY526NTh33o5z5+3w8jmFjW07zTV/DBvAhcuO+FxyZMu2FZr6w6AdjBCPGrmfOSYBFAoFly+d5vixHZpjGzcs4eoVF65ddWH//o3kyZM7W9hAR4dsEI+GMKvfgCI7dlFk9x5y//RzimlyWLakyLYdFNm2nfxTUy8D00tDy/rs89zBAa9d9Bn2k975mg1rsNVpA2eDXLC0/l7nnOcTF7Y7b2S780YWbpujd216+bZFTWa6rmCWxyraDe2sd771IGumuyzjL8fF/LlnGoUT+zRVGldjisMizd+qu7up2a7+F6lDtRa1+Nt1JXM9VtMhhX5d20E2zHJZzgzHJYzZM10jH6BwqaKM2jmV2WeWM8tlOUVKF8uw/Oyigzb/ZZ7IbH+iTNlSPA67zplzRzlz7igLl83QXNO5qxVu3sc562PHtFnjMqRPqzbNuXDViUu+Lowc/WuK+mzetoJLvi6cdjuk0898+uwG7l4ncPc6wRKtvm5afO62G0C3btZcuOjI5Sun+XvOpAzZ4H+ahITs/2ckjD64KUlSoCRJRVM4fj6rZXwuFAoFq1bOxca2D9VrtqRXry5UrVpZJ83AAT8RFRXDN982Y8WqTcyf9xcAVatWpmfPztSo1Qprm96sXjUPhUJBfHw84yfMonoNS5o2s2Xo0P569zSEpFDQZ/Zglvefy9S2o2nYqRmlKpXWSfPE/zGzbScyw2osVxx96DG5r+Zc7PtYZnYcz8yO41k9ZOEnWidlunRsy/plmW/oGEKhULBg6XR+7D6Ypg2s6drNhipfV9RJ0/uXHkRHv6JB7XasX7ud6VoVSuDjJ7Rs3oWWzbswfvTHCmhQ/z9p2awzzRvZULRoITp1NTyYlFU6rFm9lSb1rWjVvCsNGtahdRvdRqS2/GXLZ9O1S3/q1mlLjx6d+OabSjpp+vXvSXR0DDWqW/LP6i2aCiUyMoru3QfRoEEHfh0yls1blutc16lze96++dfgs2vrsHLlHDp37ketWq3p2bMT33yjG7/9+/ciOjqGatW+Z/XqzcyZMxmA9+8/MGvWUiZNmquTvnDhgsyfPwUrq5+oU6cNJUoUpWXLpqnqMH/JNH7u/ivfN7Sla3drPT/83Lc70dExNK7TgQ1rdzJ1ptoPSqWSNRsXMWHMTFo0tuUHm37ExcUD4OzkgVXrXmnaIEmHrPDFhInDiYiIpFbNVtSt0wYvr4up6rBy5Rw6df6FmrVa0atnZz1fDOj/I9HR0XxbrTmrVm9m7hz1wLHaF0uYNCnlvNqv/0gaNOxAg4YdiIiITFX+54wFgEmTRhAR8YLq1S2pVas1585d0JO7auVcbG37UKNmS340UC5HR8VQ9dtmrFy1iXla5XKvnp2pWasVNlrlchJt2vagXv12NGrcUXPs9u0AevYcoqeHtj5ZlS8HDhxF40YdadyoIxERkTqyPledlFo9d97nMu2tfiQw8GmKz/333xM5c8ZTxw4/dOlPvTrtUrVDzeotWaNjh5f06D6Yhg2s+G3IODZtWQbAmzdvadLIWvP35GkIJ08YfgGTFJO2nfpSs2ZLevXqTNXkeWLAj0RFx/Dtt81YtWoT8+Z+zBMzZy1m4qS/9e57yv4MTZvZGJSZFfG4fNlsnE+7U716C+rWbcudgPsALF26jjp121KvfjscHM4w9a/RevqsWPE3nTv3o3btNol+0M+XUVExfPddC1av3sLcudrxOJD69dszZMgYtm79GI8ODmdo3ly/42/IJsYsm5J0WLpsJt1/GEiDeu3p1sOWr5PF4y/9ehAdHUPtmq1Yu2Ybs/5Wv/S9438Py+ZdaN7Elm5dBrBi1RyUSiXm5iX4fWg/LJt3oXEDK5RKBd2626Zph/8yHpPkZlUZOXLEYE0sJjF23Ezq1mtLnbptefokhD+GDjC6DZLbw9jxmIpy5PtzFNGTJhDZvx85W7dGWa6cThKlhQV5fu7NyxHDiBzQn9f/rM64HD2xCsbO/ZOxfSbRu+UA2nRpRfnKunKfhTxj7uiFuBx31bv+w/tY+rf7lf7tfmXigKmZ0kFSSPw4exD/9J/H7Lajqd+pKSUrWeikeeofyHzbScy1Gs91xwt0ndwHgHs+t5nXcQLzOk5gxU+ziH0Xi7+n3xeng6RQ8PPsQazsP5fpbUfToFNTzFPo1821ncgsq3FcdbxAd61+3cBlwzm98STT24xmXufJvH4RkwkbGF8HHf7DPPEp/QmAoMdPadP8B9o0/4GJY9SDiYUKFWTa7HH06DSAFo1tKVa8CM2+b5RufRYunUGvbkNoWr8jP3Q31M+MoUGttqxfs50Zs8ZrzgU+fkLLZp1p2awz47T6mWnJ/Nxtt8KFCzJn3mRsrHtTv157ihcviqVlEz3ZAkFGMOrgpiRJSkPnZFn+YqK7Qf3aPHwYyOPHT4iLi+PgwRN0sm2vk6aTbTt27ToEwJEj9rRq2SzxeHsOHjxBbGwsgYFPefgwkAb1axMe/pzrvrcAdcctIOA+FqVKpkufCrUq8TwonIinz1HFxXPRzptayd4SBvjcJvZ9LACPrt+nUMnMvUnOLPVqVadA/nyf/b516tYg8FEQQYHBxMXFcfyoPVbWrXXSWHVsxYG9xwCwO36a5inMTkzOm9dvATAxMcHU1BRk+T/V4d2793ifUw9gxcXFccPPH3ML/Zk4APXq1eLRwyACA58SFxfH4cN22Ni000ljY92OPbuPAHDsmIOmMvHzu0142HMA/P3vkSNHDszM1DNO8uTJzYgRg1m4MO3GQf36tXTyxKFDdtja6upga9uO3bsPA3D0qINmoPLff99x/vxlPnx4r5P+q6/Kcv/+Y168eAmAm5tXirP1kqhdtwaPHz3hSVCiH4440L5jK5007Tu24uC+EwCcOnGaZi3UDQvLVk3xv3UX/1vq2R5RUdEkJL6FunbFj+fPItK0AWSdL375pQdLFq8FQJZlIiOjDOqQ3BcHD51M0Re7NL6w1/PF+w8f0vW86ZH/OWIBoF+/nixatAZI2QbJy+UDB09gm6xctjVQLtvatudACuVyagQEPODevYcGz2dVLKRH1ueok1Kr53x9bxMUFJyiLr8P7ceJE05EPI9M1K2mnh2sbdrqXGNt3VbLDo4aO9zw80/TDhUrlqdYsSJ4e18yaB+9PHHwRMp5Isk+R+1pmWgfTZ54r58nLl26Rnj48xRlZkU85suXl2bNGrJ12z5AXTfExLwC4PXrN5r75s6TGzlZnZVkgyQ/HDpkh00yP9jYtGXPHrUfjh51wNJSnS/9/G4TZsAPly5dN2iD5Bi7bAKoW68mjx59jMejh09hbd1GJ01H6zbs3XMUgOPHHGlhqa6v3717j0qlAiBnzhw6NlaamJArV06USiW5cuUiPOxZ+u3wH8QjZF0ZaWFhjpVVa7Zu3adzL+2YzJUrp469jGUDbbJDPBrC9JuqqEJDUIWFQXw8793cyNG0mU6aXDa2vDt+DPmN2s5ydPQny61a+xuCA0MIfRJGfFw8rifcaN5et3sWHvyMh3ceIWfRTJ3ytSoRERTOi6fPUcWpuGJ3Xm/m4z2f28Tp9GkK692nTsdG3Pa4rkn3JenwlY78eC7beVOrXT2dNHd1+nX3NPLNK5VGoVRyx+sGAB/+fa9J96XpoM1/mSc+pT9hiHLlS/PoYZCm7erp4YNNp3apXpNEnXo1ePwoiKDEeuvYEXusktVbVtat2b9P3c88edyJ5pZp93VTIyvabuW/KssDrX6du7s3nbukvhJNIEiLTA9uSpI0QZKkkYn/Xy5Jklvi/1tLkrRbkqSfJEm6KUnSLUmSFmpd90aSpNmSJF0EGmsdzyVJkpMkSUOS0iX+aylJkockSYclSQqQJGmPJElS4rmOice8JElaJUnSqcTjRSRJcpYk6bokSRsASUvOcUmSrkqSdFuSpF8Tjw2SJGm5VpohkiQtS68tSlmU5GlwqOZ3cEgYpZINRGqnUalUxMS8okiRQpQqlcK1FrrXlitXmlo1v+Pipevp0qdgicK8DH2h+R0VFkmhEvqVbBLNe7bipsfHe5vmMGP6yYX8dWwetTO5fMNYmJcqQUhIuOZ3aMgzveV4Jc1LEBISBqh98erVawoXVi+lLFuuNG7njnHCfheNGtfVue7g0c3ceXieN2/ecvK44VlBWakDQP4C+Whn1ZJzZ31SlF+qVAmCQz7GVEhIGOalShhMkyQ/+XLSLl2suOF3m9hYdQNk+vSxrFq1mX//1R9o0tehJMHBujqU0tPhYxpDOmjz8GEQVapUpFy50iiVSmxt21G6dCmD6c3NixOq5YewUH0/mJuXIFTLD69fvaZw4YJUqFQeGdh3ZBPOZ48wbGTGtoX4+Iyf3xcFCuQH1P7wPn+KXbvXULy44YnpycuYkJAwvRclGfVFEps2LuXSRScmT/4zVfmfOxaSbDBjxjh8fOzZs2edng1KWejL1XtuA+WyRUo6J5bLsizj6LCPixccGTyot0Ed9e2QNfkSYMP6xfhccGDipBEpyvocdVJ66jn9Zy5Jp07t2bxpj86x4MQ8p7ZDuL5upUpo0qhUKmLSaQeAHj1tOXLYPlW9LEqZE/w0mQ4W5snSlCQ4WFuHV+nKE4bIinisUKEcL15EsmXzci5fOs2G9YvJnTuXJt3s2RN59PAyP/3UlZmzFuvK0no+jT4WGS8XunbtiF8KfkiXTYxcNqnvX4KQYN1YSJ4vzUuV1KRRqVS8inlN4UQd6taryYXLjpy/6MDoP6ehUqkIC3vG6lWbuXXnHPce+vDq1Wvc3LwM6mCMeISsKyOXLp3F5MlzNC8Etdm8aRnBT335+utKrFm7Vev5jGMDnWfNBvFoCEXRoiQ8/zhImxARgbKobp2nLF0aZZkyFFr9D4XWrMWsfoNMydKmWMmiPA/9KPd52AuKlUz/cmKzHGZscVjHRrt/aN7e8Eqb1ChYojBRoR9nu0aFRVIwlT5N056tuO3hq3e8nm1TLp/0/iJ1UPfrtOW/pGAJw5NSmvVsza3Efl2JCua8e/WWoevHMc1+Ed0n90VKY2ut7KqDNv9lnviU/gRA2XIWuHge4Zj9Thom9useP3pCpcpfUaZsKZRKJR2sW1OqdPomMZmblyA0WKufGZpCvWVeQrfe0utnHuekw24aNdYdoDZEVrTdHj0MpMrXFSlb1iKxX9cWi1T6dYKPyLIq2/8Zi08pWTyB5on/rwfklSTJFGgG3AcWAq2AWkB9SZKSNufIA9ySZbmhLMtJrb28gB2wV5blTSnIqg2MAr4FKgBNJUnKCWwArGRZbgZo17YzAC9ZlmsDJ4GyWucGyrJcN1HnkZIkFQH2A50S9QcYAGxLryESx1p1SD5LIuU0aV+bJ09uDh7YxJhxM3Teen+qPkk06tKc8jUq4rTxhObY+Ca/M7vTRDaOXMFP0wdQrGzKMwSzI5n3hcyz8OfUrtaSVs27Mu2vBazfvJS8+fJo0vT8YTDfVWlGjhxmNE/ljVxW6qBUKtm4ZRmb1+8iKDDlmVLp8n8aaapWrczfcyYxYoR6yVWNGt9SoWI57E6mvddmenXISJwCREfHMHLkX+zatQZX18MEBQUTHx+fMR1IX740USpp2KgOw4aMp3OH3ljZtEn3cpG07/9pvjAxUVK6dCl8fK7QtIkNly5eY948w/uPps8X+tel5guA/v1HUrdeW1q17kazpg3o3bvbJ8jPWCxo26BxY2suXrzKggW6S96yqlxuYdmFBg07YGPbh6FD+9OsWUODemZUn4zGAsDAgX/SoEEH2rbpQdMm9fn55x+y5Nkz6iOAZUtnMW3qAp1Bjs8RD1WrVmb2nImMHPGXXrru3W05dOhkqnqlJ94z87ypy/z8PjFRKqlduzobNuykfoP2vH37LxMmDNekmT59IRUq1mffvmP88ccAnes/hw2qVq3MnDmTGD58sv7N0oGxyybDOiRPY1iHq1f8aFTfipYtujJm7O/kyGFGwYL5sbZuQ43vLPm6UhNy585Nz16Gl+obIx7Te8+MxmTHjm2IeP6Ca9dvpihz8JAxlC1Xh4CA+/To0UlLjn7a/8IGGb1/VsdjKsqlIDhZEqUSpUVpokb9Sczfs8k/fjxSnrwZl6Uj9tNs3q3BjwzqOJSZw+by56xhWJTL+MBFRnRo0KU55WpUwGWjbh2Qv1hBSn1dNlNL0rODDim539AKsoZdmlO+RgVOJ8pXKJVUql+VQ3N3MrfTJIqWLU7T7pZfpA5pKpRFeeJT+hPPwiOo+11r2n7fjRlTFrB202Ly5stDTMwrJo6dxYatyzjhuJvgJyHEx6dvQCjTZTfqfmatapa0at6FaVPms2GL8o3nuQAAIABJREFUbj/zs8tMpe0WHf2KUX9OY8euf3A+c5CgoBBUqfTrBIL08CmDm1eBupIk5QM+AD6oBwybA9GAhyzLEbIsxwN7gKQNAlXAkWT3OgFsk2V5pwFZl2RZDpZlOQHwBcoD3wCPZFl+nJhGe/3L98BuAFmW7QHt9YojJUnyAy4AZYDKsiy/BdwAG0mSvgFMZVnWa5lJkvSrJElXJEm6kpDwVnM8JDiMMlpvGkpbmBOWbAmSdhqlUkmBAvl5+TKKkJAUrg1VX2tiYsKhA5vYt+8Yx487GjCNPlHhkRQu9fHtVSHzIkQ/11+2+m3T6tgM78aqwQuIj/1YmCSljXj6nIALtylb7at0yzY2oSHhOrNPSlmU0FuSFBYajkXijAClUkn+/PmIioomNjaOqCj1koUbvrcJfPyEipV0n/3Dh1icHNyw6qi7zPy/0mHZyr959DCQDet2YIiQkHBKW3yMKQsLc81yAG0dk9IkyX/5MjpR35Ls27+BIYPH8PjxEwAaNKxD7drV8b/jxRnXQ1Sq/BWOTvtT0SFMZ1alhYW5ZhljSmmS62AIB4czfP99Zywtu3L//iMePAg0mDY09JnOLGjzUiX07RD6cXaIUqkkX6IfQkOf4eN9mZcvo3n37j2uLp7UqPltqrqlRFb4IjIyirdv/+Vk4kDz0aMO1Kz1XSo66JYxFhbmhCYvn0LCM+yL0FD1W+M3b96y/8Bx6terZVD+546FJBucOOEEqJcH1kpmg5Bgfbl6z22gXA5OSefEcjmpbI+IiOT4CUfq10/5ufXt8PljAdDo9ebNWw4ePEndejX1ZH2OOik99Vxy6tapwfadq7l95xxdulqxfMVsyn9VhtJaM7IsLErq6xYSrkmjVCopkMwOe/dv4NfBY3XsAPBd9aooTUzwvX4rVb2CQ8IoXSaZDqHh+mlKa+uQP808kRpZEY/BIWEEB4dx6bJ6dsyRo/bUrlVdT/b+/cfo2rWjzjF1nte2gTmhocn9YDhfWliU5MCBjQxOFo8ZwdhlU9L9LUrrxkLyJeShWmmUSiX5C+QjKpkO9+4+5O2/7/j226+xbNmUoMCnRL54SXx8PHYnT9OwUR2DOhgjHiFrYrJJk3rY2LTj/r0L7Nm9lpYtm7Jj+yqdeyYkJHDw0EmdmDSWDXSeNRvEoyESIiJQFC+u+a0oVgxV5AudNKqICD54e4FKRUJ4OPFPn6IsXTr5rTLE87AIipf6KLe4eVFePHuRyhW6vHimnukX+iSM6z6+VP6uUhpX6BMVHkmhUh9nCBYyL0JMCn2ab5pWp8PwrqwbvEinTwNQ16YxvqcvkZDOwaPspkNU+EsK68gvTPTzl3rpqjatjvXwH/hn8EKN/OjwSJ76P+bF0+ckqBLwdb5M2e8y3q/LDjpo81/miU/pT+j06/z8CQp8SsWK5QFwcfKgY5sfsWn3Ew/uP+bxw6B06hOuM8uzVKmSKeqjU2/lV9dbsbFxmvrLL7GfWalS2r4ICQnLkrabo4MrLVt0pXXLbmn26wSC9JDpwU1ZluOAQNSzHM8D54CWQEUgtZbue1l/rqo3YCWlNOSvRnsTGxVggtZSc0MqJj8gSZIl0AZoLMtyTeA6kDPx9GagP6nM2pRleaMsy/VkWa6nUHx8y3H5ii+VKn1F+fJlMDU1pWfPztidcta51u6UM3379gDUXwZz9/DWHO/Zs7N674nyZahU6StNR2XTxqXcCXjAipUb03hUXR77PaBEeXOKli6O0tSEhrZN8XW5rJOmbLWv+GXeb6wavIDXka80x3Pnz4OJmQkAeQvlo3Ldbwi7n/IMwezI9Ws3+apiecqWK42pqSldfrDGycFNJ42Tgxu9fu4KgG2X9nh5qj8AUqRIIc2G+OXKl6ZCxfIEBT4lT57clCihnhisVCpp064F9+89+k91AJg8dRT5C+Tlr0nzUrXB1at+VKxUnnKJ8rt3t8Xe3kUnjb2DC737qGcPdO3akbNn1d/vKlAgP0ePbGPG9EVcuHBVk37zpt1UqtiQb6s2o03rHjy4/xirDj8a1OHKFT+dPNGjhy2nTunqcOqUC336dAfghx864uGR9jfEkr4yWrBgAX79tS/btu0zmNb32k0qVCxH2XIWaj9064izo7tOGmdHd3r+pJ5RY9O5Pd6JfvBw9aJqta81e6Y1blqfe3cN76doiKzwBYCDgyvfJ84kbdmyKQHJPtygjdoX5T+WTz06peiLvhpfWOPhkfqyKaVSqVlqYmJiQker1ty+nfLXaLMqFuztz2i+uNiyZVPu3NG1QfJyuVfPzpxKVi6fMlAunzrlTK8UyuXcuXORN6+67M+dOxdt27Qw+NzJyYpYSO6HDlat8Pe/pyfrc9RJ6annklP568ZUq9qcalWbc/yYI6NHTWfVys16dnCwP6NznYPDGS07WHE2cQuOAgXyceTIVmamkCcAevSw5XAaszZBPyZ79uyccp5Isk868kRaZEU8PnsWQXBwKFWqqD8k0KpVM+7cuQeg01mxtWnH3WTlV5INypX7mC/14tH+jGaW2Q8/JIvHo9uYPn0RPj5XMm0TY5dNANeu3qBixY/x+EN3GxwcdD+M4uDgys+9fwCgS1crPBPjMWmLFIAyZUpRufJXBD0J5unTUOo1qEWuXOrmZQvLJnr217fDfxuPkDUxOXXqAr6qUI/KVRrRu88fuLt706//SABNhx7Axrotd+8+MLoNtMkO8WiIuIAAlBalUZQsCSYm5GzVig/ndWV/8PLCrLZ631MpfwFMSpdBFRaa0u3STYBvAKW/ssC8TElMTE1o3bkVXs4pb4mUnHwF8mJqpl4QV6BQfqrX/47Ae+kbvNEmyO8hxcubU6R0MZSmSurZNuGGi265U7paeX6eN4R1gxfp9GmSqN+pKVfsMh8vxtYh0O8BxbX6dfVtm+KXTH6ZauXpM+9X/hm8UEf+Y7+H5C6Qh7yF1dv5fNPkO0Iz0a/LDjpo81/miU/pT2j368qWK81XFcppVt4VLare2qBAgfz0H/wTe3YeTpc+16/epEKFj/3Mrt2scUpWbzk5uPHjT+p+ZqcuHTRbmen2M8tQoWL5FD8GmZyrV29kSdvtY78uP0N+7cOO7QfSZYP/eeSE7P9nJEw+8XpPYBwwELgJLEM9o/MCsCLxC+VRwE9Aal8hmQ5MA9YCQ9MpOwCoIElSeVmWAwHtzxd7Ar2BOZIkWQFJGz4UAKJkWf43cYamZp2pLMsXJUkqA9QBaqRTB0C9r8Sfo6biYL8XpULB9h0H8Pe/x8wZ47hy1Y9Tp1zYum0/O7avIsDfi6ioaH7u8weg3lj38GE7bvq5E69SMfLPv0hISKBpk/r07dOdGzf9uXJZ3dicNm0Bjk5uqakCQIIqgd3TNzNm51QUSgVeB90IvR9Ml9G9CLz5EN8zV+g5uS85cufkj7VjAYgMecHqIQsxr1SafvN+1SxDdFh3jNAHn39wc/yMBVy+foPo6Fe07tKHPwb1pVuyjewzg0qlYvK42Rw8uhmFUsm+3Ue4G/CAiVNG4nv9Fqcd3diz6zBrNy7m0nVnoqJi+HWg+iuyjZvWZ+KUkcTHq0hIUDFu9Ayio2IoVqwIu/avw8zMDKVSgZfnBbZvNTxrMSt0MC9VgjHjh3Lv7kPcPNUbRG/ZtJvdKVSEKpWKsWOmc+LkTpRKJTt3HuTOnftMnTaaa9du4mB/hh3bD7J5yzJu3PQgKiqafr+o9+r77fdfqFCxHJMmj2TSZHWHpJNt3wx/3VOlUjFq1DTs7HahVCrZseMAd+7cY/r0MVy9ehN7exe2bz/A1q0ruH3bk5cvo/nll4/LKe/e9SZfvnyYmZlia9seG5s+BATcZ+nSmVSvrp5BOW/eCh48eGxIBVQqFVPGz2Hfkc0olQr27T7K3YAHTJgyAt/rt3B2dGfvrsP8s2EhPteciI6K4beB6vwQE/OKDWu24+R2CFmWcXXx5IzzWQCmzRpH1+7W5Mqdi2u31fdYsmCNQR2ywhfTpi5g85ZlLFo0nRcvXvLbb+NTlK/ti1N2u1EqlWzX+GIs167e4JS9C9u272fb1hX43z7Hy5fR9P1lmJYvzpNfyxfWNr158iSYU3a7MTU1RalU4ObmxZate//TWJg6dT5bt65g8eIZvHjxkl9/Hasn989RU7FPVi7PmDGOq1rl8vbtq7iTWC731iqXDx2240aycrlEiWIcPrQFAKWJkv37j+Ps7AFA584dWLF8DsWKFebEiZ34+d2ma5f+WRoLb9/+y4mTOzE1MUGhVOLh7s22rftISEjQyFJ8pjoJSLGeAxg+bCDjxv5ByZLFuH71DI5Obvz2e8oxqbbDDI6f3IlSqWDXzkMp2OEAm7csx++mO1FRMfTX2KEfFSqWY+LkEUycrD7W2fYXTfn0QzdrunUdkKLclGLS/tQeFEoFO7YfwP/OPWZMH8fVa2r7bNu2n+3bVuLv70XUy2j69P1Dc/29uz7kz6+OyU627bG2/pk7AfeZP+8vevXqQu7cuXj08DLbtu3j7znLsiweAUaNnsbOHasxMzPl0eMnDB48BoC5cydTpUpF5IQEgp6EMGzYJD0bjB49HTu7nYn5Uh2P06aN4dq1G9jbn0nMl8u5dessUVHR9O2rzpe//96PihXLM2nSCCYl7vNqm1g2zZ07mV69OpM7dy4ePLjAtm37mTt3Rap+MFbZlKTDuLGzOHp8O0qlgt27DhNw5z5Tpo7i+rWbODq4smvHQTZuXsp1PzeioqIZ2F+9b2KjxvUYPfY34uLikRMSGDt6Bi8jo3gZGcWJ4054ep8kPl7FDb/babYZ/ut4zMqYTAlJkti6ZQX58+cFSeLmDX+Ga22vYSwbpOQHY8ajQRJUvF61gkKLloBCwXtHB1SBgeQZMJD4uwF8OH+e2MuXMKtfnyLbdiAnJPB6/TrkV/qDbBlBpUpg+dTVLNu7EKVCyakDjjy+F8jgcf0J8LuHl8t5vqn5NfO3zCZfgbw0bduYwWP706fVQMpVLseEBaNJkGUUksTuf/YReD/jg5sJqgT2T9/KiJ1/oVAqOH/QnbD7wdiM7smTmw+5ceYq3Sb3IUfunAxZqy7/okJesG7IIgAKly5GIfOi3L/gn2k7GFuHBFUCe6dvYdTOv5CUCrwPuhN6P5hOo3sRdPMhfmeu0H1yX3LmzsnvWv26NUMWIickcGjuLsbumQ6SxJNbjzi3X//L9l+CDskU+s/yxKf0Jxo1rceEySOJV8WjUiUwYcxMoqPVX4r/e8EUqn33NQBLF63j0cPAdOszafxsDh3bgkKpZO+uw9wNeMCkv0bie+0WTo5u7Nl5SN3P9HUhOiqGIQM+9jMn/fWnup+pUjFu1HSio9L+cn1Wtd0WLZ5O9epVAVgwf1Wq/TqBID1In7iHVGvACSgoy/JbSZLuAetlWV4mSdLPwGTUMywdZFmekHjNG1mW82rdIxD1cvZIYCsQIcvyhKR0ibMtx8mybJOY/h/giizL2yVJsgUWAy+AS0AJWZZ7J+6juQ8oCpwFfgDqAq+B44AFcBf1Pp0zZVn2SLz3JKCWLMuGp6QlYmJm8fk2+skkv5T6tC+ffQ42XFlkVPmlKhr+Wvb/Ev/GZc0XOjOCKou+lJkRCuZMe9+YrOZ17Dujyo9PMN4mzklIaU6sz3pU2cAOZiamaSfKYj7ExxlVfk4Tw191/6+IVRnXBvB59wbMLCbKT32f/ekkGPFtfhLGjsl32aC+zg7xaHix1v+WDk8aVzC2CvxwT2lU+TVMDX8U8X+JeP1Fh/+TzPnqedqJspCa140rH7JHW/69kduPAG/+fWz8Qjob8t73VLYvLHLWsjGK7z6ppSvLsitgqvW7itb/9wJ6rye1BzYTf5fX+jkgebrEgUcPrePDtdK7y7L8TeJy9jXAlcQ0kUA7rXSjtf6f2mhYM2B5KucFAoFAIBAIBAKBQCAQCASC/5ZsMKEou/IpHxTKDgyRJMkXuI16yfmGzNxEkqSCibNO3yUO2AoEAoFAIBAIBAKBQCAQCASCbI7x1yh9ArIsL+czzLSUZTkaqJJmQoFAIBAIBAKBQCAQCAQCgUCQbfjSZ24KBAKBQCAQCAQCgUAgEAgEgv9RvuiZmwKBQCAQCAQCgUAgEAgEAsH/e7LBxxmzK2LmpkAgEAgEAoFAIBAIBAKBQCD4IhGDmwKBQCAQCAQCgUAgEAgEAoHgi0QsSxcIBAKBQCAQCAQCgUAgEAiyMwkqY2uQbZFkWTa2Dl8kRfNXMbrh3sfHGVsFcpmaGVV+6ENHo8oHQGV8PzSoOdDYKpBXmdPYKnC8TryxVUA2sgqdbyiNqwDgaGNqbBUY4pTL2Crw04fcxlaBy0bOlhfiXxhXAeBa9CNjq0DNguWNrQKNTYobWwUavje2BvDQzLiLltyJMqp8gDPPbxpbBdoXr2FsFaigyGtsFdj4/IKxVSDWyP0JE6WYa5NdiFMZvx2d08S4fcvy+UoYVT5AbILx/RAT+8bYKvAsJkAytg7ZkfeXjxh9HCotctbvZhTfiWXpAoFAIBAIBAKBQCAQCAQCgeCLRLwqEwgEAoFAIBAIBAKBQCAQCLIz4mvpBhEzNwUCgUAgEAgEAoFAIBAIBALBF4kY3BQIBAKBQCAQCAQCgUAgEAgEXyRiWbpAIBAIBAKBQCAQCAQCgUCQnUkQy9INIWZuCgQCgUAgEAgEAoFAIBAIBIIvEjG4+Zlo1aY5F646ccnXhZGjf9U7b2ZmyuZtK7jk68Jpt0OUKWuhc96itDmBodcZNmKg5tjvw/rjddGecxdOsXHrMnLkMEtVhzZtv+earyt+N90ZM/b3FHQwY8fO1fjddMf97DHKJurQslUzznmf5OIlR855n6RFi8aaa7p1s+bCRUcuXznN33MmpW2H1s3xueLEpevOjBw9JEU7bNq2nEvXnXFyPaixQ5myFjwJ98P93HHczx1n8fJZmmsOHNmMu9cJzl04xeLls1AoPk/YTp23jO+tf6RLH31bfU68Ll7FpvdQrH76lc27D+udDw1/zqBRU+nafwT9R04h/PkLzbll67bTpd9wuvQbjqPruUzr0KRlQ4557eOEzwEGDO+jd75Oo5rsdd7K5eCztLGx1Bw3L12CPae3sP/Mdg6f3U33X7pkSn4Dy/rs8dzOPq+d9B72o975mg2rs8VpPe5Bzlhaf69zrnip4izdu5BdHlvZ5b6VkqVLZEoH0zoNKLhuFwU37CFn959TTGPWrCUF1uygwJrt5B03DQBFsRIUWL6RAis3U2DNdnJ06JQp+QCmdRtQcNMuCm3ZQ64eBnRo3pKCG3ZQcP128k5Q66CsUIkCy9ZScP12Cq7ditn3LTOtQ0PL+uzz3MEBr130GfaT3vmaDWuw1WkDZ4Nc9HxRolRxlu9dxB6Pbez+BF8oq9Ujz6zN5P17G2bte6aYxqTu9+SZsZE8MzaSa9DHsifHD4PUx2duIkevoZmSX7NFbZa7rWHl2XV0HvqD3nnrwZ1YemY1i5xWMHXvbIpaFAOg3Ldf8fexBSxxWcUipxU0tmmaKfkAxVvWoLXXEtr4LKPycFuD6UrZNKBL+F4K1vwKgIK1K9LyzDz1n+t8zK3qZVqHyi1qMMp1CWM8lvH9UH0dGvRuzQinBQx3mMeQQzMoVkldXucqmJdB+/5i+u2t2M7qn2n5APUt67H97BZ2em3jx2G99M5Xb1id9Y5rcA505Hvr5prjtZrUZMPpdZo/xwenaNq+Sbrltm7zPZeuOXPVz5VRY37TO29mZsaWHSu56ueKi/thvTq7dGlznob7MXzkIM2x1Wvnc+/xRc5fcki3Hkk0sKzPzrPb2OO1g59TKCNrNKzORsd1uAaepkUyO2w+vV7z5/zAgWYZsEMSVVrUYIzrEsZ5LKOFgVj402kBIxzm8duhGRRPjIXcBfMyeN9fzLy9lU6fGAvZIU+Ub1GDAe6LGei5lAZ/6OtQo08rfnGeT1/Hufx4ZBqFK5cCIH/pooy8t5W+jnPp6ziXNvMGZFoHbeq0qMt69w1s9NxE9z966J3vMrgLa13Xsfr0P8zdN5diiWVVZmjbtgU3brhz+7Yn48b9oXfezMyMXbvWcPu2J56eJyhXrjQAhQsX5PTp/bx4cYfly2dr0ufNm4eLFx01f8HBvixePCNdutRuUYe17utZ77mRbn901zvfaXAX/nFdy8rTq5md7Lln7JzFnpv7mbptekZNoMM3LWoy2XUZUzxW0Hqofr3fYlBHJrosYbzjQobumUohi6KaczaTfmbC6cVMOL2YWjaN9a5NjbZtW3Dd15UbNz0YO1a/jlO35f/hxk0PPM4ep2xZtR9atWqGl7cdly454eVtp9OWNzU1ZfU/8/D1c+PadVc6d+6gd9927Sy5dcuTO/5ejB8/LEW5e/as446/F95edhr/A0yYMJw7/l7cuuVJ27YtdK5TKBRcvnSa48d2aI5t3LCEq1dcuHbVhf37N5InT+40beLn58atW2cZNy5lm+za9Q+3bp3F01PXJt7ep7h8+TTe3qdo0SL9ZWNWyJw5czz37/sQEeGfbj2yUp+U7h/g78UEA/7fu2cdAf5enE/m/4kThhPg78XtW5600/J/+3aW3L7lafCeK5b/TfTLezrHune35cpVZy5fOc3WbSv0rslsX7duvZqcv2DP+Qv2+FxwwLZTuxTtkB6atmyEnfcBHC4cYtCIvnrn6zaqxUGXHfiGeNHW5mN7/etqldltv4njZ/dy1H03HTq3yZDc5q0a4+RzBJdLx/h1ZD+986ZmpqzYNA+XS8c45LQdizLm6uOmJsxfNR27s/s56b6XBk3qaq6x7tpefdxjH5sPrKJQ4QIG5bds3QzvK45cuH6aEQb6+Bu3LePC9dM4uh7Q6eMHhvvieu4YrueOsWj5TM01XbtZ43H+JO7eJ9h3ZBOFCxfMkE0EguR8scvSJUkqCPwsy/JaY+uiUChYuHQG3TsPIDQkHBePIzg5uHLv7kNNmt6/9CA6OoYGtdrStZs1M2aNZ/CAUZrzc+ZPwdXFU/O7pHkJhvzWl6YNOvL+/Qc2b19B127W7N97zKAOy5bPppNNX0JCwvE8dwIH+zMEBDzQpOnXvyfR0THUrN6S7t1t+HvOJPr9MoLIyJf06D6Y8LDnfPttFY6f3EGVSo0pXLggc+ZNpnnTTrx48ZING5dgadkED4/zBnVYsHQ6PboMIDTkGc7uh3FycEvBDq9oULsdXbp1ZPqscQwZMBqAwMdPaNlcf/BsUP8/efP6LQDbdq2iU9cOHD+S8c5jcrp0bMvP3Tox5e8ln3wvQ6hUKuYs38CmZbMpWawIvX4dS8tmDahYvqwmzZK1W+nUviWdrVpz8aofKzbuZMHUMZz1uYz//Ycc3rKS2Lg4+o+cQvNGdcmbRiMwOQqFgknzxzK05yiehT1nj9Nmzjp78eheoCZNWMgzZvw5l1/+0B3singWSX/b34mLjSNX7lwcPruLs6e9iHj2gvSiUCgYM3cko3+aQERYBJsc1uLt7EPg/SBNmmchz5k3ehE//q7feZu6ciI7V+3lyrmr5Mqdk4QEOUPPn6gEeX4fxatpY0mIjKDAsg3EXfRG9fSjDgpzC3J1782rCcOQ375BKqCuYBOiIokZPwzi4yBnLgr+s43YS97ILyMzrEPeYaOImTKWhBcRFFy5gdiL3qieaOlQyoLcvXoTM3YY8puPOsgf3vN6yVwSQkNQFC5CwdWbiLp6GfntmwyqoGDs3D8Z9dN4nodFsNlhHV7O55P54hlzRy/kp9/1Bx2nrpzEzlV7uPwpvpAU5PppGG9XTEaOekGeyauJv3GBhLAnH/UsXoocHXrxdvEY+PcNUj51Y0tZ4VuUFavxdra6QZt7wlKUVWqguncjA+IVDPz7N+b2nkFkeCTzTy7myplLhNwP1qQJvP2IyTZjiX0fS9s+Heg9uR8rhy8h9t0H1oxeSXhgGIWKF2K+/VL8PH3599XbjNlAIVFz/gC8e87nXVgklk5zCHe+xut7ITrJTPLkpMKg9ry8el9z7HXAUzzaT0VWJZCjeEFauc0n3PkasipjS1QkhYTt7AFs6zOfV+GRDD05hzsu14h48FEHvxPnubTHFYBv2tSh47Q+7Oi3kPgPcZxZepgSX5emRJUyGXt2bTMoFIycM5wJP08iIuwFa+1X4+PsQ9D9j7HwPOQ5i8YsocdvugMcvuf9+K29uoOXr2A+dnpt48rZq+mWu3jZTLp26kdoSDhunkdxdHDlrlZ92bdfD2KiY6hbszU/dLdm5t8TGNTvT835uQv/4oxWnQ2wb89RNm3YzfpNizNshz/njGDczxOJCItgvf0avJ3P69lhwZhF9PpNN1/6nvdjcPvfNXbY47WDy+m0QxKSQqLT7AFsSYyFYYmx8NxALFRtUwfraX3Y1m8hcR/icEmMhZKfEAvZJU+0ntOPw70X8DrsJb3tZvPA5Sov74dq0gQc9+HGbjcAKratg+W0Phz9ZREAMUHP2GX1V2YtoIdCoWDonKFM7T2VyLAXLLdbzkWXCzy9/1ST5uHtR4y2HsWH9x+w6tORAVMGsmjYwkzJWrlyDtbWvQkODsPb245Tp1wICPho5/79exEdHUO1at/To4ctc+ZMpm/fYbx//4FZs5by7bdfU61aFU36N2/e0rChleb3+fP2nDjhmC5dfpszlBm9pxIZFskSu+Vccrmo89yPbz9kjPVoYt9/oEMfK/pPGcDiYWo/HNtwlBy5ctC+t/4AXnqRFBLdZg9kfZ+5RIdHMvrkPG65XOWZVp4I8Q9kme0U4t7H0qRPW2wn92bn8JV827I2pauVZ0nHiZiYmTL8wHTuePjy4c27dD37suWzsbXpQ0hIOOfOncTe3iXFtnyN6pZ0726b2JYfTmRkFN27D9K05U+c3EnlSo0AmDBxOBERkdSq2QpJkvQGEBQKBatWzsWq408EB4dxwcf28CaMAAAgAElEQVSBU6ecuXPno/8HDviJ6KgYqn7bjJ49OzFv3l/07j2UqlUr06tnZ2rWakWpUiVwctzPt9Wak5C4bHLkiMHcCbhP/nz5NPcaO24mr1+r2y+LF81g6NB+LFmyzqBNVqz4G2vr3oSEhOPldZJTp87oxWZUVAzffdeCHj1smTt3En37JtlkIGGJNrGz20XFig3T5YeskOngcIb163dw86ZHmjr8lzbQvn/gk2Au+Dhgl4L/o6Ji+CbR//Pn/cXPif7v2bMzNRL9f9pxP1WrqV/ArVo5lw5aMaV9z7p1alCwoO5AWqVKXzFxwnDatO5OdPQrihUroqdnZvu6/rfv0rxpJ1QqFSVKFuPCBQcc7F1RqVQZ9sXUBeMY0nMk4aHPOXB6G+6nz+n1qab++Tf9h+pOYnj/7j1Ths/myeOnFCtRlIMu2/F2v8DrV2m35RUKBTMWTGRAj2GEhz7jiPNOXJ08eXjvsSZNj96diYl+TdsGXbHu0o7x00cwasgUevbtCoBtix8pXLQQm/evolvbX9TPMncsHZv1IOplDOOnj6TPoF6sXrwxRfkLlk6nZ5eBhIY847T7IU4n6+P//Ivab41qt6dLt45MmzWWXweMASDo8RNaN++qc0+lUsmchVNo3sCaly+jmTZ7HAN/7cOSBf+k7Yj/dcTX0g3yJc/cLAjov1o2AnXq1eDxoyCCAp8SFxfHsSP2WFnrvo2xsm7N/n3qgcmTx51obtlY61wbggKf6nSsAExMTMiZKydKpZLcuXMRHv7coA716tXk0cMgAhN1OHzYDmubtjpprK3bsmf3EQCOHXPE0lL99u6Gnz/hYep7+/vfI0eOHJiZmVH+q7I8uP+YFy9eAuDu7k3nLoYbi3Xq1iDwURBBgcHExcVx/Kg9Vtatde3QsRUHEgdo7Y6fpnmLtN9oJw1smpiYYGpqCnImBlRSoF6t6hTIny/thJ/AzTv3KWthTplSJTE1NcWqdXPcvC7qpHkY+JSGdWsC0KBODdwTzz8MfEr9mt9hYqIkd66cfF2xPF4Xr2VYh+9qV+Xp42BCnoQSHxfP6eOuWLZvrpMm7Gk49+881Busio+LJy42DgCzHKZIkpRh+VVrf0NIYAhhT8KIj4vH9YS73syi8OBnPLzzCDmZ/PKVy6E0UXLlnLqz/u7f93x4/yHDOphUrooqLISEZ2EQH88HTzdMGzbTSZOzvS3vHY5pBgzlmGj1ifh49cAmIJmaQiZnDptUqYoqNISE8EQdzrph1iiZDh1seWd3DPmNrg4JIcEkhKo7VQkvI0mIjkIqYPjtqiGq1v6G4MAQQjW+cKO5QV/oVpxJvrj8ib5QfvU1Cc9DkV+EgyqeuCsemNTULQdMm1kR62EH/yba4XVM4hkZydQMTEzAxBRJaYL8KipD8ivVqsyzwDCeP32GKi6e83Ze1G+r29C/7XOL2PexANy/fpci5uoGdtjjUMIDwwCIeh7Fqxcx5C+cP6MmoFDtSrx5/Ix/nzxHjlMRfNyHku3r6qWrOrEH99eeIuFDnOaY6l2sZtBGmdM008Vh6VqVeBn0jKinz1HFqbhh50PVdro6aHfGzXLn0JS9ce8+EHTlLnFaemWGb2p9TUhgKGFPwomPi8f9xFmatNONx2fBz3h057Fe2aDN99bNueR+Jd3xWLdeTR5p1dlHD9vTUa/ObsO+Peq66sQxJ1po1dkdbdoQ9PgpAVodP4Dz3peJiopOlw7afLSDOl+6nfCgaTvdWcHhGjsYbtC2sP6ei+6XM5wvy9SqRKRWLPilIxbkZLEQ/4mxkB3yRMlaFYkOfEbMkwgS4lTctbtApWR2iNWyg2muHJ+tPZISVWpVISwwlGeJ+cPTzpNG7RrppLnpc0Pj77vXAyhqXjSlW6VJ/fq1ePgwkMePnxAXF8ehQ3bY2urObLK1bcfuxNUnR4860LKlOkb//fcd589f5sOH9wbvX7FieYoXL4KX16U0dalcqwrhgWE8e/KM+Lh4ztl50kDvuW8Sq3nuuxTReu4b3n68S8dAYmqUrVWJF0HhRCbmiet25/mune6M4Ac+/sQl1hNB1+9TsGRhAEpUtuDhxTskqBKIffeBkDtPqNqiZrrk1qtXS68tb2Oj6wcb63ZabXkHTVvez+92im15gF9+6cGSxeq5ILIsExmpW282qF9bx/8HDp7A1ra9Thpb23bs2nUIgCNH7GnVslni8fYcOHiC2NhYAgOf8vBhIA3q1wbAwsIcK6vWbN26T+deSQObALly5dSUJymRFJtJNjl0yA6bZP0bG5u27NmjtsnRow5YWjbV2CTMgE1SI6tkXrp0PdW+nLFskPz+Bw+eoFMy/3cy4P9Otu05mIL/k8eU9j0VCgULF0xj0uQ5OjIGD/qZdeu2Ex39CoCICN1JBJ/S13337r1mIDNnjhyZLrqr1/mWJ4+DCQ5S96kcj7vQqoPuKqfQp2Hc83+g16cKevSUJ4/VL2kinr3g5YsoChUplC65NepUIyjwKU+DQoiLi8f+uDNtrHRnSbe2asGxA6cAcLJzpXHzBgBU+vorfDwvA/DyRRSvY15Tvda3SBJIkkSu3LkAyJsvD8/DI1KUX6duDR4/eqLVx3egQ7I+foeOrTm49zig7uM3S6OPL6kVIHfipJ18+fLyLBP5QyDQ5kse3FwAVJQkyVeSpMWSJI2XJOmyJEk3JEmaBSBJUnlJkgIkSdosSdItSZL2SJLURpIkb0mS7kuS1CAx3UxJknZJkuSWeFx/rnUqmJuXIDQ4XPM7NDQc81Il9NKEBKs7xSqVilevXlO48P+xd95hUVxvvP/sLqiogEov9l6xd0UsWLEkll8s0USN0dh77z2WaOyxGzXWWFFBxYKiggp2sKECu/RiB3b3/rGwbNVdTC7m3vk8D8/Dzpwz5zvveee0OedMUQoWtGLkmMH8qvOWQiaNZe3vWwi9f4H7j6+QlvaaC+evGNXg6upMVLRU/Ts6Woarq7NOGCd1GLlcTmraa+x0CtWuXdtzJ+w+6enpPHsaSYWKZSlRwg2JRIKPTxvc3F2N28HViehoDTtEx+Liom0HZxcnoqP17QBQoqQ75y//zdGTu2jYSLtDsf/wZh4+vcqbN285duSMUQ1fG3EJiTg75jS6nRzsidOprCuWK43/RdVs2LOXgnj77j0pqWlULFuay9dv8v7DR5JT0gi+fRdZnOFK51M4ujgQG5NTWcRK43BwMX3pmpOrI/vO7+DUzb/Zvna3WbM2ARyc7YmLydEdL43H3tm0DljxMu68SXvL/D9ms+XMBoZN/ylX2xKI7exRJOTYQJEYj8ROW4PEzR2Ja3FslqzB5td1WNaunxPf3gHb1Vspuu0A7w/uMX/WJiC2t0cRr6EhIR6xIQ1uxbFdtgbbleuwrFNf9zJYVKgEFpYopDF65z6HKi9yNMRJE3BwNs0XVHnxhoV/zGHbmY38Mn1IrvJCVMQORXKOPyiTExAX0baD2MkdsZMbBSesoOCk35BUVXUq5c8ekhkehvXSvVj/upfM+zdRyF5hDsWci5EozfHhRGkiRbM6pYbw6tWa0Av6LxXKepTHIp8FsS9kBmJ9GiuXoryPyfGhD9IkrFy0NdhWK4mVqx2x/rf14hetVZaWF5fSMmAJYRO3mD1DDcDGqSipGhrSpEnYOunboUG/Noy9uJK2k3tzYvZOs9P5FPYu9sRLNcoGWTz2LnafiGEYr84tCDgSYHJ4F9ec+hggJlq/znZ11amzU99QzE5VZ48aM4Qli343W6cxHFzsiZfmPJfxsngccmGHlp1bcP7IebPjmeoLDfu1YfzFlbSb3Jvj/7AvfA3PRGHnoryOSVL/fi1NorCTfsez5vetGXh5Oc2n/o/zs3LsYFvcgX6+8+m5fxpu9Suanb4uds52xMfklFUJ0gTsnIz7hXcvb24GhOQqLVdXZ6KicuqU6GgprnrPRE6Y7PabbhvSGL16deHAgeMmhbVztiNBo82Q+Jn7btPLm5sB5s1W/hxFnIqRouGPqUaeiWwa9PTi4YVQAGIevqRyi5pYFshHoaLWlG9UhSImPs+qdrp2Phgqm7LDGMsHzba8ra3qBdzMmeO4cvUEu/5ci6Ojdp3r6qaf/266fQg3Z15p5H9qahp2dkVxM+Q7bqq4y5fPYcqU+epZnJps/mMFUa9CqVixHOvWbf+ETZyJitLs30hxc9Pt33zeN7t160BYlk0+R16kmZd6dK8fFS3V70MayX9X15zj6rhuzlrhda/5y7AfOH7CT2+gt3z5MlSoUAb/cwc4f+EwrdtoDxp+aV+3br2aBIec4XrwaUaNmmb2rE0AR2cHZJp9qpg4HE1sR2tSrVYVLC0teRUZ9fnAgJOLI7LoWPVvWUwcTi6O2mGcHZFmhZHL5bxOe0PRYrY8uveYVu09kUgkuJdwpapHZZzdnMjMlDNr4mJOXPqLwHunKVexNAd2HzWYvrOrEzHR2u0mZxfdsQ5HrT7+67TX6lniJUq6c/byYf4+uYsGWX38zMxMJo2dw4Wrx7gTfokKFcuye6f+9m0CAubwXx7cnAw8VSqVNQF/oDxQH6gJ1BGJRNklYjlgFVADqAT0BpoC44GpGterAXQEGgEzRSKR8VE8HQzNZtN9C2kwDEomTR3JhrXbefv2ndY52yI2tO/QijrVW1KtQlMKFixIj17G9/rLtQaNMJUrl2fu/EmMHKFaVpWSksboUTPYsWsNfmf38+JFNPLMzH9FQ6wsjlpVvWjZrBszpi1mw+blFLYupA7T85tBVKvQlPz589HMs6HeNb5WDL2N1rXB+GE/EBJ6j+4DRxESeh8nBzskEglN6teiWcO69B02kQlzf8WjaiUkEon5IgzNtjTjlWVsTBy9WvanS6Ne+PRsTzF70zozOekbOGZi+hILCTXqV2PtvI381GEYLiVcaN+z7ecj6mkw5He6iUmQuLqTNnUUb5bNpdCICYgKFQZUA5GpI38k+afeFGjVDlERM22gEvH5EBIJEjd3UieN4vXiuRQenaMBQFS0GIUnTOPNysW5mjFkyjNqDImFBI/61VkzbwODOgzFtYQLHXKTF4YdQvunWILY0Y13yyfwfvMirPqNBqtCiBxcEbsU5/XkPrye1BtJJQ8k5auZmbqh58Fw2KbdPClbvRzHNmpvB1LEsSjDV45m/fjfTbaftojPPJMiEdXn9uPenD8NRk++/ZTznhO50G46FUZ2QZzfMhcSTPOF67v8WeE5hjOL99JiRO723DUHc+1ZzLEYpSuVIvii6YM6Jt27kTCTp41i/dptenX2l2FC+fQZijkWo0yl0twwww45yZvmC9d2+bPMcwynF++l5T/tC1/pM2GobAjdeZYtzcZxadFfNBypssPbuBQ2NRzNrg7TuTBvNx1XDyNfYSuzNegI0pdjxC9adPOiXI3yHNp4KJdJfXkb8lP06NGZ/fuPmShG/5CxdDy7taBcjXL8ncv7NkeDMePX6dqU4jXKcH6TavA2/PIdHgTcZtThufRbPYLIW49RmDjY/iVlUzaVK5dn3vzJjBih6uJYWEhwd3clKCiEJo07ceP6LRYunKoVP/f5bzxuhw6tiY9L4Nbtu3rnAQYNHkuJkrV59Ogx3bsb32PXcNFgfv9m/vzJDB8+xWg6eZ1mXurJ/fWNp2vsuIuLE92/7cSatVv1zltILChXrjTt237HD/1HsnbdYmxtc1bYfWk5FRIcSr26bfFs1oVx44d99lsWhjDcnzcPe0c7Fq2ZxfTR80wuQ03LI0Nh4OCeY8hi4jh8didT54/jdvAd5JlyLCwk9B7wLV1a9qFptXaEP3jCkNGG94s2uHDPpLIJYmVx1K7aktbNvmHWtMWs37yMwtaFsLCwYMDA/9GqeTdqVGzOg/sRjBqr/90SAQMoFF//Xx7xXx7c1MQ76+82cAvVIGb5rHPPlUrlXaVSqQDuA+eUqtLgLlBK4xpHlUrle6VSmQAEoBoo1UIkEv0kEolCRCJRyIf0VPXxmBgZru45b45cXZ3VS0M0w7i5qzb2lUgk2NhYk5yUQu26HsyaO4Fbd88zZGh/Ro//mYE/9cWzRWNevIgiMTGZzMxMThz3o16DWkYNEB0txd3NRf3bzc0ZqTRWJ4xMHUYikWBrY01SkmoJnaubM3v+2shPg8bx/HnOPl+nfM/h5dmNVl7f8vjxM548iTSqISZapvUm0dXNSe+tnDRGhpubjh2SU0hPz1Av57sTep/I5y8pW660VtyPH9M57Xue9h20p8F/zTg52Gt9ICg2PgEHe+23/472dqxaMJWDW1YxarDqYz/WhVUDu0O+78mhravYvGIeSpSU/MTMWWPExcTh5Jrzds/JxZF4mXmzL0G1hOJp+HNqNzRteZU6njQBR9ect5oOLg4kxJo28zFOGs/je0+QvpQilysIPHOFCtXLfz6iDoqEeMT2OTYQ2zmgSErQC5N+PRDkchSxMhTRrxC7umuFUSYlkvkyEssqNXKnwUFDg70DikRtDfKEeNKDcjTIo14hcVNpEBUsiO3cJbzbsYXMR+ZvRg8qezpq+IKjiz0JJs7EjZfGE3HvCTFZeXEpl3mhTElAXDTHH0RF7VGkaPuDMjmBzLAgUMhRJsaiiI1C7OiGZa3GyJ89go8f4OMHMu+FICld2az0E2WJWksY7VzsSI5N0gtXvUkNvhnenaWDFpKZnvNSx6qwFZO3TWffst08vh2hF88U3sckYeWaM5OngEsx3stylglaFC6AdcXiND08A+/gVRStXY4GO8arP6CSzZvHMWS++4BNJW0/NYVUWRK2GhpsXIqRFmd8if/d40FUaZP7D7UYIkGaoDWL3MHZgUSZfl58ihY+zQk8fRV5pukzMGKic+pjUNV/enV2tE6dbVuY5KQU6tbzYM68iYTdv8DQYQMYO34og4fof1DAHOKl8ThozMBwcHYgQWbe7HAvH08un75ilh2ySTPTF+78C77wNTwTr6VJWLvm1M/WLsV48wk7PDqWs2xdnp7JhxTVUtu4u5GkvIijaBlno3FNIVGagINrTlll72JPUpy+X3g0rUmv4b2YN3CuVlllDtHRUtw12hdubi7qpayGwmS337LbkJ+ievXKWFhIuG1kkEuXRGki9hptBjsXe5Li9MsFj6Ye9BjeiwUD5+X6vo2RIkuiiIY/2roUI9WAL1RoUo02w7uxZdCvyDU0nF17hGUdJrOh30IQiYh/LtWLawhVO107HwyVTdlhdPPB1c2ZvX9tZPCgseq2fGJiMm/fvuPYMdWqp8OHffGoqf1SMDpKP/9jdPsQUVKKa+S/ra0NSUnJRBnynZhYGjeuS6dO3jyOuMbuP9fh5dWEHdtXa11ToVCw/8AxunZtjzGio2W4u2v2b1yIidHt3xj3TTc3Z/bt28QgDZt8jrxIMy/16F7f3c1Fvw9pJP+jo3OOq+PGxGqF17xmrZrVKFu2FOEPr/Ak4hoFC1rx6EEgoJrdeeyYH5mZmbx4EcXjiGdafcEv7etmEx7+lHdv31Glqvkz7GOlcThr9qlcHYk3spTbEIUKF2Td7hX8vngjd27eNzmeLCYOZ7ecmZLOro56S8hl0jhcssJIJBKsbQqTkpyKXC5n0YwVdPHqw7Dvx2FtU5jIZy+pXE11/68iVdte+R71p3Y9w/0baXQsrm467Sa9Pn6sVh/f2mgf/xVly5WmWo1KALzIWqp/7O9T1P3EWIeAgCn8vzK4KQIWKZXKmll/5ZRK5Zasc5qbTyk0fivQ/qCS7qsTvVcpSqVyk1KprKtUKusWyJez393tm3cpU6YUJUq6Y2lpSbdvO3La95xW3NO+5/nfd6qNdDt3bcfli0EA+LTrTe3qLaldvSUb1+/gt2Ub2LLpT6KiYqhbryZWVgUAaO7ZiIjwZ0YNcPPmHcqWK0XJLA3du/vge/KsVhhf37P06fstAN26tedilgZbW2sOHdrK7JlLuXZNe2lP9mbORYrYMPinvuzYvs+ohtu37lK6bI4dun7TkdO+2kvkTvuep1fvrI2Nu7Yl8NI1AOzsiqqXuJYs5U6ZsqV4EfmKQoUK4uSkauRKJBJae3vyOMK4Hb42qlUqz8uoGKJiZGRkZHDq3GW8mmjv75eckqZesvPH7oN066Da+00ul5OSqtp3JvzpcyKeRtK4nvmF/v3QR5Qo445rCRcsLC1o27UVF/wCTYrr6OJA/gKqN5vWttbUrFedyCfmNdQehT7CvbQbLsWdsbC0oFUXLwL9DH+USj9uONZFrCmS9fW+2k1qERnx4jOx9Ml8/AiJqztiJ2ewsCB/85Zk3NDe5iH9WiAW1VX2FdnYInYtjkIWg9jOAbL2JxIVKoxl5WrIo81bCg2QGaGjwbMl6dd0NAQFYumRo0HiVhy5NAYsLLCeMZ8P586QHnjB7LSz0c+LlgT6BZkU96FOXtTJZV7II8MRO7ohsnMCiQWWdVuQGXZNK0xG2FUkFVWD6KJCNogd3VEmSFEkxWNRoYZq31OxBIsK1VHIzPPHp2GPcS7tgkNxRySWFjT2aUqIv/Y+cKWqlmbQomEsHbiQtMScF1kSSwvGbZrCpUMXuOZrmg8bIiX0KYXLOFOwhAMiSwnuXRsh88spezNfv+dU1SH41RuFX71RJN96wvX+y0gJe66KI1GVlVbu9hQu68q7V+a/rIgOe4pdKWeKujsgsZRQw6cRj/y1y3+7UjmDMxVb1iIx0vwl+J/iUVg4bqXdcM7yR68unlz1N80fs/Hq4kXAUdOXpAPcunmHsmVLquuqb7p35JRenX2O7/qo6qou3dpx6aLKRzt4f4dH1RZ4VG3B+nXbWbFsPX9s3GVW+rqEh4XjrmGHll1acNXfPP9q1aUl546avyQdICrsKfYavuDh04iHn/GFhH/YF76GZ0IW9owipZ2xKe6A2FJCRZ+GPPXX3pKiSKmczmWZVjVJzrKDVTFrRGLVrBXbEg4UKe1E6osv2zssIiwC19JuOBV3wsLSguY+zbnur71nd5mqZRi+aDjzBs4lVaOsMpeQkDDKlStNqVLFsbS0pEcPH06c8NcKc+KEP337qj7s9c03HYx+XFKXnj27mD5rE3gcFoFLaVccs+67mU9zbujcd+mqZRi6aDgLBs77ovs2xquwpziUcqZY1jNRy6cx93WeCbeqpeixcDCbB/3Km8Q09XGRWETBIqoVFy6VSuBaqQThl0376N3Nm2F6bfmTJ7Xz4aSvv0ZbvgMXs7Y1srW14fChbcwy0Jb39T1H8+aqVU9eXk20PkQDEBwSqpX/vXp24cQJP60wJ0740a+f6qOP337bkYALV9THe/Xsotqrv1RxypUrzY3g20yfvpjSZepSvkJD+vQdRkDAFfoPGAmo9mDNplPHNkREPMUY2b5ZsmSOb+rZ5ORZ+vRR2eSbb3RscngbM2cuJSjI9FnteZFmXurRvX7Pnl04rpP/x43k//ETfvQ0kP+6PpV9Td9T53AvUYtyFRpSrkJD3r17T6Uqqv07jx07rd4j086uKOXKlyZSYzD2S/q6JUu6q1e/FS/uRvkKZXj5wrQl4Zrcu/2QEmWK45bVp2rftQ0BZy6bFNfC0oJV25dw7IAvfsfNq6/v3n5AqdLFcS/hiqWlBR27enPutPZHDc+fvkS3Xp0AaOfTiqBA1T6bBazyY1VQNZ7Q2LMBcrmcpxHPiZXGUbZiGYraqZaON/FsoPWBIk1u37pLmbIlKVHSLauP34EzOn38M77n6dlbtZrh0338kryIfIU0Jo4KFcuqtw3w9GrM40+MdQgImMJ/9mvpwGsge676GWCeSCTarVQq34hEIjfA3N3tu4hEokVAIaAFqmXvJiGXy5k8YS4H/t6CWCJhz66DhD96wuRpIwm9dY/Tp86ze+cB1m36lRuh/qQkp6q/EG6MWyF3OH70DOcvHyEzM5O7dx6yc9tfn9QwbuwsjhzbiUQiZtfOAzx8+JjpM8Zw69ZdfE+eZcf2fWzespKwuwEkJ6cy4PsRAAz5uT9lypZk0pQRTJqiOtbF53vi4xNZ+utMqldXzYxavGg1T54YLvSyNUwZP5f9hzcjlkjY++chwh89YdLUkYTevseZU+fZveugyg63/UhOTuWnH1V2aNSkHpOmjiQzU45CIWf8mFmkJKfi4GDHrr/Wky9fPiQSMYGXrrF9q3E7mMOEWYsJvn2HlJQ0WnXty7CB/fjWJzfLbI1jYSFh6ughDBk/G7lCQbcOrSlXugRrtuymasVyeDVtQHDoXX7buBORSEQdj6pMH6P68m1mppzvs5aPFC5kxeLpY7GwMH9ZulwuZ8nUlazbuwKxRMLRvSd4Fv6coRMH8SD0ERf9AqlSsxIrti7Cpog1zds04ecJg+ju2ZfS5Usxdvbw7LUn7Fy/lyePzKt45HIFK6f/zvI9SxCLxZzcd4rIiBcMHD+AR2HhXPEPopJHRRZsmYO1bWEat2nEj+P6833LgSgUCtbO3chv+5aBCCLuPub4npNm2wCFnLcbfsNmzjIQi/l41hf5y0is+vxI5uNHZNy4SsatG1jWqoft2h2gUPBu23qUr9OwqFkX6x+HoXrfIeL93/uQv8hF5auQ82b9b9jOXwYSMR/8VBoK9vuRzIhHpF+/SsbNG+SrXY8iG3eAXMHbLSoN+b3aYFnNA7G1DQVaqz7q9XrFYuTPnnwmUW2y82LFniVIxBJO7DvF84hIBo0fwKOwCAL9r1LJoyKLtszF2rYwTdo0YtC4AfRt+WNWXmxg1b5liEQiwu9GcCxXeaHgw19rKThqISKxmPQrfiikL8jv8z3yFxFk3rmG/H4IFlVqU2jWJlAq+HDoD5RvX5N58zIWFT0oNHMjKJVkPggh8871z6epmbxcwdaZfzB15yzEEgkX9p8l6vEreoz9jmd3nnDzbDB9pw6gQMECjFk3EYCEmHh+HbSQRp2aULl+FayLWOPZvSUA68av5sUD4+WiIVaX6ZsAACAASURBVJRyBXembqfx3smIJGJe7L3A6/BoKk3sTkroM2R+xj8cZle/IuVHdEaZkYlSoeTO5G2kJ702K/1sOxyfuZ0BO1Uabu2/QNzjaFqN6U703Wc8OnuLhv29KdukGorMTN6nvuXguJyv2Y4PXEX+wlZILC2o7F2Hbf0Wa31p3VQNv89Yw5LdCxGLxZzad4YXES8YMP57wsMiCPK/RkWPCszZPIvCttY0atOQ/mP7MbCVatmSk7sTjq4OhAWZNnCQjVwuZ+K4ORw6sg2JRMLuXQd49PAxU6aPIvTWPU75nmPXjv1s2Lycm2HnSE5OYeCA0Z+97uZtK2nSrAF2dkW5Fx7I4gWr+HPnARP0KFg143d+3b04yw6niYx4wQ/j+xMeFsFV/yAqelRk/ubZFLYtTKM2jRgwtj8/tBoEgLO7Ew65sEM2CrmCYzO382OWL4Rk+ULrLF94ePYWjfp7U65JNeRZvnBAwxcmavhCFe86bO23WOtL66bwNTwTSrmC8zN28O2uiYglYu7tu0hiRDSNx35L7N3nPPW/Ra0B3pRoWhVFhpwPqW85PXYjAO4NKtF43LcoMuUo5UrOTt3Gh9S3ZmvQRCFXsGHGeubumodYIsZ/nz8vI17SZ2xfHt99zA3/6/w4bSAFChZg8npVWyE+Jp55A+eanZZcLmf06BkcP74LiUTCjh37ePgwgpkzx3Lz5l1OnvRn+/Z9bN36G/fvXyIpKYXvvx+ujh8efgVra2vy5bPEx6ctnTr1VQ+gde/eiS5d+pt135tmbGD2rrmIJWLO7fPnVcRLeo/tw5O7j7nhf4Mfpv2IVcECTFyvaqonxMSzYOA8ABYeXIJ7WXcKFCrAluvbWTNhNbcvmfcxRoVcwaGZ2xiycypiiZjr+wOQPY6i3ZgevLr7jPtnb9J5Sh/yF8zPgHWqsiE5OoEtg5chsbRgxIHZAHx4854/x6wxeVm6qi0/k6PHdiKRSNi5c7+Btvx+Nm9ZwZ27F0hOTqG/ui3/PWXKlmTylJFMnqIaROzs04/4+ERmTF/M5i0rWLp0JgkJSQwZMkEv3VGjp3Py5B4kYjHbd+zjwYMIZs0az82bYZw44c/WbX+xfftqHj4IJDk5hT59Vd90ffAgggMHj3MnLIBMuZyRo6YZ3GMzG5FIxNYtv2FjUxhEIu7eecCoUTM+aZMxY2Zy/PjOLN9U2WTGjLHcunWHkyfPZvnmSu7du0hycgr9+ql88+ef+1O2bCkmTx7B5MkqO/lk2eRz+fBvpLlgwRR69epCwYJWPHlyjW3b/mLBgt8+qeX/hg00ry/WyP/Zs8YTopH/O7av5lFW/vfWyP+DB49z10D+jxo9HV8dn/oUZ/wu0Ka1JyE3/ZDL5Uyfukhr1uWX9HUbNa7HuHE/k5GZiUKhYMzoGXof1jIFuVzOwinL2PjXKiQSMX/vPcHT8Of8MnEw98MeceHMZarVrMxv25ZgU8SaFt5N+WXCYLp69qZd59bUaViLIkVt6dqrIwDTRs4j/P7jz6SqSnfulF/Zsv93JGIJB/ce40n4M0ZOGsK90IecP3OJA7uP8uu6ufjf+JvU5DTG/KTafsLOvhhb9q9BqVAQK41jwrCZAMTFJrDm1z/Yc+wPMjIyiYmSMnnEHKPpTxk/j78Ob0EiEav7+BOnjiDs9j3OnApgz66DrNm0lGu3z5CSnMqQH1VfSm/YpB4Tp45AnilHrpAzccxsUpJVL6WWLVnLkVN/kpmRSdSrGEYO/fJtHAT+/0aUq/3CvhJEItEeVHtlngKigEFZp94AfQE5cEKpVFbLCr896/dBkUhUKvucSCSaDbgCZYESwFKlUvnHp9K2t6mQ54b7kPllXyf9J7CyNH+/kn+SmKen8jR9AOR5nw/1PX7MawkUlhTIawkcqf3PLk3LDco8ltDlTi72Zf2HOdXJ/P3u/mkGn/7C/e7+Ab77WDCvJRCcx4/ltUzzZ9D909xKyfuZAB5FSuW1BBpZOH4+0L9MA+Mf1P6/xtN8ebtoKQDzO9T/NGfjTFsi/m/S1tH87V3+acqIC38+0L/Mprhrnw/0L5Oex/0JC8l/ea7N/1tkyPO+HV3AIm/7lqWsnT4f6F8mXZH3+ZCa/iavJRCb+ujzHyz4/5APl3fl+TjU5yjQrF+e5N1/ujZRKpW9dQ6tMhBMvbGMUqkcoPF/pOY5IEKpVAq72AoICAgICAgICAgICAgICAgICPxH+H9lz00BAQEBAQEBAQEBAQEBAQEBAQGB/8/4T8/c/KdQKpWz81qDgICAgICAgICAgICAgICAgICAIZRKeV5L+GoRZm4KCAgICAgICAgICAgICAgICAgI/CcRBjcFBAQEBAQEBAQEBAQEBAQEBAQE/pMIy9IFBAQEBAQEBAQEBAQEBAQEBAS+ZhSKvFbw1SLM3BQQEBAQEBAQEBAQEBAQEBAQEBD4TyIMbgoICAgICAgICAgICAgICAgICAj8JxGWpecShVKZ1xIQi0R5LSHvkWfktQKQWOa1AizEkryWQEFxvryWgEicmdcS8rxUlZD35YLiTd4/lx+Uef9cSsj7eoKvwB/yGrky75fviL6CfFB8Bf6o+Ars8E6Ut3b4GtqPckXef2lV/hX4Y8ZXoOFr8Ie8V5D3KL+CfBB9Bf06oW/5daD8Cp5KsUiYA/fV8hW0a79WBK8VEBAQEBAQEBAQEBAQEBAQEBAQ+E8iDG4KCAgICAgICAgICAgICAgICAgI/CcRlqULCAgICAgICAgICAgICAgICAh8zQhfSzeKMHNTQEBAQEBAQEBAQEBAQEBAQEBA4D+JMLgpICAgICAgICAgICAgICAgICAg8J9EGNwUEBAQEBAQEBAQEBAQEBAQEBAQ+E8iDG7+Q7Rq3Yzrt84QEnqWUWN/0jufL18+tmz/jZDQs/ifP0jxEm5a593cXXgpDWX4yIHqYza21mzf9TvXbp7mWshp6tWv+UkNrds05+bts4TeOc+YcT8b1LBtx2pC75zn/IXDlMjSUKdODQKDThAYdIIr107SyccbgPz58xFw8W+uXDvJ9eDTTJ02+rN2aNmqGUEhp7lx24+RYwYb0GDJH9tWcuO2H6fP7VfboXgJN17Kwgi4fISAy0f4deUcAKysCrBn/0auBp/i8rUTzJg97rMaNAm8fpNOfYbS/ruf2PznQb3zMbI4Bo6eTrcBIxgwciqyuAT1uRXrt9O1/3C69h/OqXOXzUrXVKYvXEHzjv+ja1/9/PonadSiPgcv/8nhK3voP7yP3vlaDTzYdWYzQS/P07Kjp975QoULcvLmISYs+LwPGKJuizpsvvAH2y5voeewHnrnqzWoxhrf3/F9foKmHZpqnRs49Uc2nd3AH+c3MnRO7u1kWas+tut2YbthNwW+7W0wTL4mXtiu2YHN79spNHYGAGIHJ2yWb8Jm5WZsft9O/nadc6+hdn2KrN9FkY27KdDdiIamXtiu3YHt2u0UHp+jwXblJmxXbcZ27ZdpqN+iHn9e2s6ewJ30+eV/euc9GlRn8+kNnH/hh2fH5lrnHF0dWb5nCbsubGVnwFac3Z1ypcGiRj2sf92B9fJd5Pf5zmAYywaeWC/divWSrRT8ZZr6uMjOkUKTl2K9dBvWS7cits+dBk1qedZmXcAGNlzaxLfDuuud7zyoK2vOrWPVmd+Zu3cBDm4OX5ymg5cHXoHLaRm0knLDjeenS6f6+Mj2YutRRuu4lZsd7Z9uo8zQjrnWUN6zBqPPLWPshRU0H+qjd75+n1aMOL2Y4b4LGXxgFg7lVOW1VZHCDNw7jZn3t+IzZ0Cu0weo16Iu2y9uYWfgNv73Sy+989UbVGfDqbX4RZ6iecdm6uM1G3uw8cx69d+pJydo0raxyen+0/Wlm5sLJ3x3E3zTj+vBpxk6bIDZdthxcSt/Bm7nOwN2qNGgOhtPreNs5Gk9O/xxZoP678yTk2bZwRgVPD0Yf245Ey6spMVQff9s0Kc1o08vYZTvIn4+MAvHcm4GrmIeTl41aBO4DO+gFVQYru+P2bh2qs83sj0U8SgNQNFaZWl5dqHq79wiXNvXzbWGsp41GHb+V365uJzGBp6J2n1aMeTMYgb7LqT/wZnYl1fdt6tHGQb7LmSw70J+OrWQim1zr6GOZx02BWxi86XN9DBUX9avxuqTqzn+7DhNOjTROvfDlB9Y57+Odf7raO7TXC+uJt7eLbh37xIPHwQyYcIveufz5cvH7t3refggkCuBxylZ0l19buLE4Tx8EMi9e5do00a7zSAWiwm+cYYjf+9QH9uyeSUR4UGEBPsREuyHh0dVk2yRTW3POmwI2MimS3/Q3YBNug7qyrpz6/n9zBoW/ENldGVPD2acW8msC6toM7SL3vmWAzsyzX85U04tZcTu6RR1s1ef6zK5D9P8ljH97Aq6zxpgVrpt2ngSFnaee/cuMn78UL3z+fLlY9euNdy7d5FLl45QooQqX1q2bMqVKycIDj7DlSsn8PTMKQeOHt3B9eunuHnTn9WrFyAWi7XSevQgkIlGfGDP7vU8ehDIVR0fmDRxOI8eBHL/3iW8NXygrXcL7t+7pHfNLZtX8tiAD3z3XTdu3DjNjRunCQg4TPXqlf8VO1hZFeDw4W2Ehp7j5k1/5s2bZFJe3LkTwP37lxg/fpgRDWu5f/8Sly4dVdunWLEinDnzFwkJD1m5cq5WnJ49OxMS4kdw8BmOHduJnV3RT6b/T/vC7NkTePw4iPj4B0bT9fZuwb27F3nwIJAJ442UDX+u48GDQAIv65QNE37hwYNA7t29qFU2jBw5iNDb57h96yy7dq4hf/78AAwdOoAHDwJJ/xhl1Bat2zTnVug5wu4GMNZIfb1j5++E3Q0g4OLfOfV1XQ+uXjvJ1WsnCbrmi09nb3WcdRuW8DwymBvBp43awRhNvBpy/Mo+fK8dYOCIfnrn6zSsyX7/HYRGB9Kmk5fWuQ17V3I1wp+1fy4zO91mLRtxJugQZ28c4aeRA/TO58tnyW9/LOLsjSMcPL0Dt+IuAFhaWrB49SxOXNzHsYC91G9cRy/uhl0rOHlp3yfT92rVlMvBJ7l66zTDRw8ymP6Grcu5eus0J8/+hXsJV/W5ylUrcNxvDxeCjnH+yhHy588HwKET27kcfBL/y4fxv3wYO/ti5pjk/1+Uiq//L4/4z35QSCQSTVUqlQvzWgeoGnJLl8/mmy4DiImWce7iIU6fPE94+BN1mL7fdyclJY26NVvzzbcdmT13AgMH5AwULVw8jXP+l7Suu2jpdM6dvcSAfiOwtLTEqmCBT2pYvmIOXXy+JzpaxoXLR/A9eZbwRzkavu/fk5SUNGrWaMm33TsxZ94kfug/kgcPIvBs2gW5XI6TswNXr53klO85Pn5Mp1OHPrx9+w4LCwv8zu7H3+8CwcGhRjUsXj6THl1/ICY6Fr+Ag5z2PU9E+FN1mD7f9yAlJY36tbzp+m0HZs4Zz+AfxgAQ+fwlXs266l137e9buXL5OpaWlhw+tp1WrZtz7uwlvXC6yOVy5q/cyB8r5uLsYEevn8bh1bQ+ZUuVUIdZtm4rndt60aV9K67fDOO3TTtZPH0sF4OCefD4KQe3rCI9I4MBI6fSrGEdChcq+Nl0zaFrhzb0/rYzU+eZX8mZilgsZuLCMQz/31hipfHs8N3EpTOBPH/8Qh1GFh3LnNEL6fuz/mAXwM8TB3HrmuF8NyX9X+b/wpTeU0mQJvD7iVVc87/Oy8cv1WHio+NYPnY53Yd8qxW3Sp3KVK1bhZ+9VY3K5YeXUaNhde5cu2uuCAoOGc3rWeNQJMZjs2wj6TeuoHiVYwOxixsFuvchbdIvKN++QWRbBABFciJpk36BzAwoYIXt6m2k37iCMinRbA2Ffh5N2gyVBtsVG8m4fgW5jgar7n1Im6ivIXVCjoYia3KnQSwWM2bBSMZ+N5F4aTybfNcR6BfECw1fiI2OY+GYpfzvZ/0O5LRVk9i1eg8hl29iVbAACoXSPBsAiMRYDRjF20UTUCTFYz1vPRm3rqKI1rCDkxv5O/fmzeyRKN+9QWRTRH2u0M+T+XB0N5n3bkL+AqDMhQYNxGIxQ+YPZVaf6SRKE1l2fCU3/K/z6vErdZjn958ytuMY0j98pF3f9gyY+gO//rL0CxIVUX3RD1zruZD30kSanV6AzO8mbyKitYJJChWg9MB2JN98rHeJqnP6EXc+d88kgEgswmfuD2zru4g0WSJDj83nof8t4p/kaAg7epUbu88BUKl1bTrM6MuO/kvI/JjB2eUHcarojlOF4rnWIBaLGTl/OBN7TyZemsC6k78T5BfEC42yIS46jqVjl9FjiPagc+jVMIa0VXX2rItYszNwGyEXb5qc7j9dX2bKM5k2dSFhofcpXLgQlwKPcf58oNY1P6Vn1PwRTOg9iXhpAhtOruGqjh1io+NYMvZXeg3Rfi5Dr4YxuO3Pajv8GbjdZDsYQyQW0XXuD2zuu5BUWSLDjy3ggf9N4jR8I/ToFa7vPgtA5dZ16DSjH1v7L859omIRHot+ILDnIt5LE/E6PR+p3y1e6zwTFoUKUG5gW5I0nom0R68IaDsdpVxBAccitDy/CKnfLZRy8xrXIrGIdvMGsLvPItJkSQw6No+Is7dIeJyj4d7Rq9zKeiYqtK5Nm+l92Nt/KXHhUWz2UWko7FiEn04tJOKs+RrEYjHD5g9jWp9pJEgT+O34b1zzv6ZVHsXFxLFi3Aq+1akv67WsR7lq5RjebjiW+SxZemApwQHBvH/z3mA6q1ctoH2H74iKknItyJcTJ/x4+DDHrj/+8B0pyalUrtKUnj07s3DhNPr0GUrlyuXp1bMLHjVb4urqxOlTf1GlajMUWR84GDliEA8fPcbG2lorzclT5nP48En1b2fnT7+w19Q6dP5QpveZTqI0gZXHV3JdxyZP7z9jTMfRfPzwkfZ9O/DD1B9Z+ssSk65vCJFYRM+5P7Km7wJSZIlMOLaIu/4hyDSegVcPIrnsM4WMD+k07duGrlP6sG34KkrXrkCZuhVZ2G4CAGMPzqV8wyo8vmZ8MEnzXn/7bR4dO/YhOlpGYOAxTpw4y6NHOfkyYEAvkpNTqVbNkx49fFiwYDL9+g0nMTGZ7t1/RCqNo0qVChw/vouyZRsA0LfvL7x+/QaAvXs38O23HTl06KQ6rciXUVwL8uW4AR9ITk6lUpYPLFo4jd5ZPtCzZxdqZPnAmVN/Ubmq6qXL6lULaKfhV5rXnKTjAwCRz1/h7a0qb729W7B27SJatPjmX7HDb79t4tKlICwtLTl1ag/e3i3w87tgNC9WrZpPx459iIqScuXKcU6c8NfTkJKSStWqzenRw4f586fQr98vfPjwkTlzllOlSkWqVq2gDi+RSFi2bDa1arUiMTGZBQumMnToAObPX/l/zRd8fc+yYcMO7t799H136NCbqCgpQVdPqsoGjXR/+OF/JKekUqVKU3r26MzCBVPp03cYlSup/KJmll+cOrWXqlWb4+zsyC+//IiHR0s+fPjAnt3r6dmzM7t2HSDoajC+vmfx9ztgVM+KlXPp3Kkf0dEyLl0+iu/JszzSqFv7D+hJSkoqHtW96N69E/PmT6b/9yN4cD+cZk06q+vra9d88T15Drlczu5dh9i4YSd//LHcYLrGEIvFTF88nsE9RyKLiWPfmW0EnLnMs4hIdRhpdCzTR81jwFD9SQzb1u2mgFUBen6v39/9XLqzF09mQI9hyGJiOeS3i/OnL/Ik4rk6TPc+XUlLSaN1/a507OrNhJkjGT14Cj37dQOgk2cvitkXZctfv/NNm34os9rP3h29ePdWv57QTX/hsun06joIaUwspwL24XcqQKuP/12/b0lNSaNx7XZ0+aY902eP4+cfxyGRSFizaQkjhkzmwb1wiha1JSMjUx1v+OCJhIXeN8seAgLG+C/P3Jya1wKyqVO3Bs+fveBF5CsyMjI4fOgk7Tu10grToWNr/tpzGICjR07TvEWjnHOdWhMZ+YpHGg0Ka+vCNG5cj107VIV9RkYGaamvjWqoW9eDZ89eEJml4dDBE3Ts1EYrTMdOrdm7+xAAR/4+RYsWqjd5799/QC6XA1Agf36tsYK3b98Bqrc+FpYW6oLQELXr1CDy2QteREaRkZHBkcMnad9R2w7tO7Rk356/ATh+5AzNPBsZupSa9+8/cOXydbUN7oQ9wMXNtJladx8+poSbC8VdnbG0tKR9q2acD7yuFeZp5Csa1PEAoH7tGgRknX8a+Yp6HtWwsJBQ0KoAFcuWIvD6LZPSNYe6Natja2P9+YBfQNValXkVGU30SymZGZn4Hz2HZ1vt2ZHSKBlPHj5DaWCwqlL1ChRzKMr1i8G5Sr9izQrERMYgeykjMyOTC8cu0si7oVaY2Kg4nj+KRKHjX0qlknz582GRzwLLfJZYWEpITkgxW4NF+cooZNEoYqWQmUn65fPkq69tg/zePnz0/RvlW1UHQJmalU5mpmpQERBZWoI4d8WmRfnKyKU5Gj5eOo9lA20NBdr68OFf1FC5ViWiI6ORZvnCuaMBNNWZ5SWLiuWZAV8oWb4kEgsJIZdVAyfv333g44ePZmuQlK2EIjYaRbwU5JmkXzuPZR1tDfladiTd/yjKd1l2SFPZQexWEiQS1cAmwMcPkG6+Bk3K16yALFJK7MtYMjMyuXz8EvV1/PNu0F3Ss+41/HY4di72hi5lMkVrlePtcxnvXsahzJATcyQIZwMzvSpN6smTdceRf8zQOu7cri5vX8bxOjwq1xrca5Yj6UUsya/ikGfIuXM8iMre2m/zP2oMiuQrmF89kJzx/iMvQsLJ0NFlLpVqViQ6MgZpVtkQcPQijb21fSE2KpZnD58bLJuyad6xGTcCQkz2x3+jvoyVxasb52/evCU8/Amurs4m6alUsyIxGnY4f/QCTYzY4VMvFDw7NuNGQHCunktNitcsR+ILGUlZvhF2PIgq3tr+acw3ckuxWuV4+zxW/UxEHQnCpa3+7JIqk3oQse6E1jMhf5+uHkQUF7CEXEpxrVmW5MhYUl7Fo8iQc//4NSq20daQrnHflgXzq//P/JCjwSK/Za7NUUGnvrx0/BKNvLXbSXFRcUQ+ilQPJmZTonwJ7l67i0Ku4OP7jzx78Iy6LQzPIK1frxZPn0by/PlLMjIy2Lf/KD4+bbXC+Ph4s2uXqg166NBJWno1zTreln37j5Kenk5k5CuePo2kfr1agGoGc/v2rdi6dW/uDGCACjUrII2MIVbDJg31yug7ar8Pv/0I+y8so0vVLEfCi1gSs56BW8evUsO7nlaYx0H3yfiQDkDk7ccUcbbLOqPEMr8lFpYWWOSzRGIhIS0+1aR069WrydOnkeqy6cCB43TSKZs6dWrD7qyy6fBhX1q0UM3eDQu7j1QaB8CDBxHkz5+ffPlUs6OyBzYtLCywtLREqVTqpbV//1E66/hAZyM+0NmnLfsN+ICuXxm6pi5B10JISUkD4MaNW7i5ufwrdnj//gOXLgUBqv5EaOg93NyMl9HZGrLv5cCB4/j4eGuF8fHx5s+sVWGHD/vi5aXS8O7de65eDebjxw9a4UUiESKRiEJZEyVsbAojlcZ+Mv1/2hdu3LiNTBZn8n3v33/U4H2r/eLwSbzUZYO3nl/Uq6d6iWEhscDKqgASiQSrglbq+w4Nu8+LF8bbMnXrevDsaU59ffDgcf36umMbdv+pssPfJvZvr1y5QXKS+f2J6rWr8PJ5FFEvYsjMyOTUEX9attOeJR/zSkrEgycG6+vrl0N49+ad2enWqF2VF5GvePUimoyMTE4e8aNV+xZaYVq39+TwvhMAnD5+jkbN6gNQrmIZrl66AUBSQjJpqa+pXrMKAAULWfHD0L6sW7H5k+nXqlOdyGcveflC1cc/eugUbTu01ArTrkNL9u89AsCJo34081SV054tm/DwXgQP7oUDkJycqld/CQj8U/wnBjdFItERkUh0UyQS3ReJRD+JRKLFgJVIJAoViUS7s8L0FYlEN7KObRSJRJKs429EItGSrPhnRSJRfZFIdEEkEj0TiUSds8IMEIlER0Ui0WmRSBQuEolmmaPPxcWZ6Gip+ndMtAwXF+0BOBdXJ6KjZIBqRmFa6huK2RWlYEErRo35iaWLftcKX7JUcRISklizYQkXAo+yas0CCha0Mq7B1ZmoKE0NUlwNaMgOI5fLSUt7TbGsJQB163pwPfg0QTdOMXrkdHVlIBaLCQw6wdPIYALOXyEkJOwTGpyIjpZpaIjVs4Ozi5PaVmoNxVQaSpR05/zlvzl6chcNG+l3amxsrfFu78Xli0FGNWgSl5CIs2NOA9fJwZ64eO2ZbhXLlcb/4lUAzl4K4u2796SkplGxbGkuX7/J+w8fSU5JI/j2XWRx8Sal+7Xh4GxPbExOQyZWGo+Di2lLtkQiEaNn/cLqeetznb6dsz3xMTm2S5AmYK/uBHyah7ceERZ0h70hu9l7czc3L97i1ZNXn4+og8jOHnlCjg0UifGI7bQ7PxJXd8SuxbFevAabpeuwrFVffU5s74DNqq0U2XKAD4f3mD9rExDb2aPQ0SDR1eDmjsS1ODZL1mDz6zosa2trsF29laLbDvD+YO402DvbE6eRF/HSeBycTesEFi/jzpu0t8z/Yzabz2xg6PSf1EvbzEFczB5FooYdkhIQF9X2R4mzO2IXdwrPWk3hOWuwqFFPfVz57g0FR8+h8IKNFPhuCIi+rBqzc7YjQcMmidIE7JyM+2ebXt7cDPiymXEFXIryPiYn/z5IEyngor0cy6ZaKaxcixHnf1vruKRgfsoO9yFi2aEv0mDjVJRUDQ1p0iRsnfSXAzXo14axF1fSdnJvTsze+UVp6mLvYk+8VMMfZfHYu5hWNmji1bkFAUcCTA7/b9WX2ZQo4UYNj6qEGFnloIu9iz1xWnZIyNXgjFfnFpwzww7GsHUqSoqGb6RKE7F1zCJ1XwAAIABJREFU0l8u2KhfGyZe/I0Ok3tzdPYOvfPmoPtMvJcmYeWi7Y+21Upi5WqHTOeZANXS9NYXl9I6YAmhE7eYPWMSwMa5GGlS7WfC2ln/vut+34ZfLq2g1ZTvODMr575da5blZ/8lDDmzGN9pW3OlQVUe5WyPk/CZ8kiTZw+eUderLvkL5MemqA01Gtcw6keubs5ERcWof0dHS3HTGYx3dXPmVVYYuVxOamoadnZFcXPVj+uaNUi0fPkcpkyZb7DjOnfuJG7d9GfZr7PVAy2mYOdsR7wZNvHu5c3NgBCTr28IW6diJGv4Y7KRZyCbRj29eHBB9bw/v/WYx0H3WRC8kYU3NvLwUhixT6ONxtXEVadsio6W6g3AuWrYP7ts0l3O261bB8LC7pOenq4+duzYTl6+vMWbN285fNhXL62oaKneCxljPuDqmnNcHdfNWSu8oWvOy/KB5UZ8YMCA/3HmzIV/1Q4AtrY2dOjQmoCAK3oaDF0/W4Orq5PRMMY0aJKZmcnIkdMICfHj+fMQKlcuz7Ztf30i/X/PBsZwc3Uh6pVmujJc3Vx0wjhr1Y+paVl+4eairTlKhpurCzExMlb+tpGnT67z8sUt0lJfc9aEFXjqe4zW0aPrp65O6jAqPTl2qFuvJsEhZ7gefJpRo6bp1dfm4ujsgEyzTxUTh6Pzl2+D8TmcXRyRRucMhMtiYnHS6cs5OTsgywojl8t5k/aGosWK8OheBK3bt0AikeBewpVqHpXVE4VGTx7K1nV/8v699kC8fvrafXxpjAxnF0e9MDHRGmMdaa8pVqwIZcuVRImSvYc24XfxIMNG/qgVb+XaBfhfPsyYCf/uFm3/T6FQfP1/ecR/YnAT+FGpVNYB6gIjgV+B90qlsqZSqewjEokqA72AJkqlsiYgB7I3FiwEXMiK/xqYD7QBugGaG6HUz4pTE+ghEolM3jBJJNI/pjvDUWQgkFKpZPK0kaxfs009QzIbCwsJHjWrsm3zHlo07cK7t+8ZPXbIl2nAYCAAQkLCaFCvHS2ad2Xc+KHqvTAUCgVNG3WicoXG1KlTg8pVKuhf4zP3aEqYWFkctap60bJZN2ZMW8yGzcspbF1IHUYikbBpywo2b9jFi0jTZisZmmWqm/74YT8QEnqP7gNHERJ6HycHOyQSCU3q16JZw7r0HTaRCXN/xaNqJSQSiUnpfm2Yki/G6D6gG1fOX9MaHDU/ff1jps5qcS3lQvFyxelTvx+96/XFo7EH1RpUy40KAyJ0fkskSFzdeT1tFG+WzaXQ8AmIChUGQJEQT9qoH0n5uTf5vdohsjXeeDUuwVA+GNaQNjVLwwhtDakjfyT5p94UaNUOURHzNZhSThhDYiGhRv1qrJ23kSEdhuFawoX2PT89I8OICkMidBKTIHZy5838MbxbM5+Cg8cjKlgIJBIsKlbnw+4NvJkxFLGjC/ma50bD5+QYtolntxaUq1GOvzd+2cCi4YzQPl91bj/uz/lTL1jFCd15tukU8ndfNjvP1HLh+i5/VniO4czivbQYYd4yqtxgqj9mU8yxGKUrlSL4oumDGf9WfQlQqFBBdu1Zx+SJ89SzpT6rx0BaubFDmUqlzbKDcUEmlFVA0C5/lnqO5tTiPbQa0e0Lk/xMuSASUWNuP+4aeCYAkm8/5aznRALaTafCyC6I81t+kZ4cCfo3HrLTn7XNx3J+8V801XgmYkKfsqHNJLZ0nkGTYZ2R5ELDl9TXty/fJvh8MMv+XsakNZN4dPMRCiMDrLlvrxmP26FDa+LjErh1W3/bmGnTF1GtWnMaNupIsWJFmDBBf/9Co5jojwAtunlRrkZ5Dn1hGW3YHw2Hrde1KSVqlOXcpmMA2Jd0wqmcG9MbDmVaw5+p0LgaZetXNjFdA8ma2I7OpnLl8syfP5nhw6dohenc+XtKl65H/vz5aNGi8RekZVzDp7RNm76Iqlk+ULRYESbq+EDz5o3o378X06cv+lftIJFI2LHjd9at20ZkpPGX5V/SpzGGhYUFP/3Uj4YNO1C6dF3u3n3IxIn6e1qqrq1/7J+ywaf4knSNxS1SxBafTt5UqNiIkqXqUKiQFb2/+8ZEPV+WDyHBodSr2xbPZl0YN36YVn2dGwym9UVXNDlh/XRNtMPBPceQxcTy99ldTJs/jlvBYWRmyqlcrQIlSxfH3/fzL0VNuW9j6UskFtRvWJtfBk+kS7u+tO/UmqbNVbM6fxk8kZZNutK1fV8aNKpDj//l/psCAgLw3xncHCkSicKAa0BxoLzO+VZAHSBYJBKFZv3O/vpCOpC9W/Bd4KJSqczI+r+UxjX8lUplolKpfA8cBrTXiwJZs0ZDRCJRyMeMnCUmMTEy3DTearm6OetN+Y+JluHmrnrTJJFIsLEtTHJSCnXqejB73kRC7wXw87ABjBn3M4N+6ktMtIyYaBk3s2ZKHj16mho1jW/AHhMtw91dU4MLUl0NMTlhJBIJNjbWJOlMyY8If8rbt++oUqWi1vHU1NcEXr5O6zbGN6iPiZZpvVV0dXPSs4NUw1bZGpKTU0hPzyA5WaXlTuh9Ip+/pGy50up4K1bN49nTSDauN312iJODvdYHgmLjE3DQ2ajY0d6OVQumcnDLKkYN7guAdWHVoOqQ73tyaOsqNq+YhxIlJd1d+S8SJ43HyTXn7ZqTiwMJsoRPxMihRp2q9PzhG45e38eomcPo0L0tw6caH2Q3RII0AQfXnLeL9i72JMaaNuuwcdvGPLr9iA/vPvDh3QdCAkKoXKuSWekDKBPjkdjn2EBs54AiSdsGisR40q8HglyOIk6GPPoVYhd37eskJSJ/FYlF1Rpma1AkxCP+nIYEDQ2xMhTRrxC76mvIfBmJZRXzNcRLE3DUyAsHFwcSTMyLeGk8j+89QfpSilyu4PKZK1SorlsUfx5FUjxiOw07FLNHkZKgFybz1hWVHeJlyGNeIXZ2R5EUjzzyiWpJu0JBxs0rSEqbr0GTRGki9ho2sXOxJykuSS+cR1MPegzvxYKB88hMz9Q7bw4fYpKwcs2ZeVTAxY4PsmT1b4vCBbCpWJzGh2fSKng1RWuXo/6O8dh6lKFIrXJUmdGbVsGrKTO4PeVHdqXUj96GkvkkqbIkbDU02LgUIy0u2Wj4u8eDqNIm9x9JMUSCNEFrFrmDswOJMn3bf4oWPs0JPH0VeabpszH+rfrSwsKCP/esY/++Yxw/dsZkPfHSeBy17GBPosy8mdlePp4Enr5ilh2MkSpLooiGb9i62H3SN8KOB1H1C33jvc4zYeVSjPcGnolmh2fQNngVxWqXo9GO8eqPCmXz+nEM8ncfsKmkXW6aQposCRsX7WfiTazxZYv3jgVR0Vv/vhOexJDx/iOOFczXkCBNwN41Z7alvZHyyBj71uxjRPsRTOszDZFIRPRzwzMGo6OkuGu0adzcXIjRWR4bHSWleFYYiUSCra0NSUnJREXrx5XGxNK4cV06dfLmccQ1dv+5Di+vJuzYvhpA3RZMT09n+4591Ktby+R7SpQm4KBnE/3nw6NpTXoN78W8gXO/uIxOkSVSVMMfi7rYkWrgGajYpDpth3/DxkFL1Wl6tK1P5O3HpL/7SPq7j9y/EErpWqbVU9E6ZZObmwsxMTr5omF/3bLJzc2Zffs2MWjQWJ4/f4kuHz9+5MQJf3x8vPXScndz0VsibcwHoqNzjqvjxsRqhde9pqYP7NDxgWrVKrF+/RJ69BhEUlLKv2qHtWsX8/Tpc9as2apnH2PXz9aQvdTbFA2G8PBQLQV+9ky1x/ihQydo2FB/pZrq2v+uLxgjKlqKe3HNdJ2Rxsj0w2jUj7Y2Nqp8i5Jqa3Z3JkYqo1XLpkRGviIhIYnMzEyOHDllcIWeYTtIcXfT0aPrp9EydRiVHv18CA9/yru376hSVbt/ay6x0jicNftUro7Ey/79lX2ymFitbdmcXZ2I0+nLyaRxOGeFkUgkFLYpTEpyKnK5nIUzVtDZqzdDvx+HjY01L569/D/snXVYVNn/x18zw2AiayCpYutaYGELBiaCvWuvva4ttmK7a+zqGmsrdjeN2IqFgChlYZAGYCsM8/tjEBgGBIwd9/s7r+fxeeTec+fzvuee8/mce+4JLOvWpFqtqpzyO84el02Yly/DjiPrsrSven9Pf8c3NjEiNlrzHf/jKP70d/xEoqNi8L1wlefPE3j79h0nvc9SI7UuxKT+xutXbzh0wBWL2jW+MKcE/9/57js3JRKJNdAKaKhUKmsB/kDmnXUkwNbUkZwWSqWyslKpnJ16LkmZ/mkjBXgPoFQqU1DfUCnzBwiNDzFKpXK9Uqmsq1Qq6+aT66cdv+4XRLny5pQuY4ZcLqdL1w54uPqoXevu5sNPvVRfqewd2nLuzCUAOrTphUV1Gyyq27D2H2eW/bmWjet3EBf3lMjIaCpUVDXcmzdv+MmNCfz8blCuvDllUjV07dYRN9cTamncXH34ubdqAXqHzu04kzq9u0wZs7RRiaVKmVCxUjkePHxM8RLF0NdXrQeZP38+rG0aczvsXrYa/K8HUTZDPjh06YCH20m1NB5uJ+nZSzXCw86hDefPqvKhePGiaVNcy5ibUa68OQ9Sv6hOnTGWIvqFmT4lb/tHVa9SkYePo3gcFUNSUhLuPuewaWylliY+4UXa9KkNOw/QuX0rQDWcPiFRtQZQ2N37hN+NoFG93DfGvyeCA0IpXdYMk1LG6Mh1aG3fkrNe2U/FycjMkfOwq9cde6ue/D33H9wOeLJqYdaBLzvCAsMxNTfBsJQhOnIdrDs155L3pVxd+yTqCTWtaiCVSZHpyKjRoAYPP2NaevLtUKTGZkhLGoGODrpNW5B0RT0Pki6dR15D9YwlevpITUuREhuFpLgBpE6fkhQqjE6V6qREfp4GmYkZUkOVhnzNNDV8uHQenY8aiugjNSlFSkwU0kwa5FWro/gMDaEBoZiVNcW4lBE6ch1a2ttwwetiLq8NQ+8HPfSLqXxf7caWRIQ/yOEqTRT3QpEamSI1MAKZDroNWpDkp77URNK1C+hUVa3TJClcBJmxGSlx0SjuhiEppIdET6VB50dLFJF515CR24HhGJc1oWRq+Wxq14wr3upr85atVo5ffx/JgkHzSHyWu7XTPkVCwF0KlTOiQGkDJHIZJg4NifFKn+qe/PItntWG4lNvND71RhN//Q5X+i8lMfAeFx3mpB2/t8Gd2yuOELHZK88aIgPvUtzciKJmBsjkMmraNSTUW326fXHz9IZs5RaWPIuIyfwzX0RoYBimZU0xSi2PNvbNueidu2VHPmJjb8Opo3mbiv0t4iXA6jV/EBZ2l9UrN+VJT+Z8aGFvned8aGFvg08e8yE7HmcqG7XsGhLyibJRpYUlT7+wbMQH3KVwOSMKptYJM4eGRGeqE67VhuFZbwye9cbw/PodfPsvJSHwvuoamar9UMCsBIXLm/DmUe4+4GUkKvAexcoa8UMpA6RyGdXsGhCe6b6Lmae/XFZsYcHz1Pv+oVS6Bn3TEhQvZ0zC47y/8IYHhmNSNj1eNrNrlut4KZVK0ftB1WYzr2KOeVVzrp/Neq3wq9cCqFChLObmpZDL5fTsYY+Li7ofcXHxom9f1QZWXbt24NTpC2nHe/awR1dXF3PzUlSoUJYrV/2ZMeMPyparS8VKDejdZwSnTl2g/4DRABgZpXcG2Hdqy63g0DzmialanlzO5KPLVSvHyN9HMm/Q3K/iox8E3sXA3IjiqXWgtl0jbnirj4o2q2bOTwsHs27wYl49e5F2PD7qKRWsfkQqkyLVkVHRqioxd3I34+jatUAqVChLmTKq59K9ux2urt5qaVxdT9A71Td16dKeM6lLK+nrF+HQoS04OS3G1zdda6FCBdPyXyaT0batDWFhdzVs9ehhz/FMZeB4NmXguIsXPbIoA5nLVcbfzFgGOmUoA6VKmbBnzzoGDRrHnTv3v1k+AMya5Yi+vh6OjnNy/Sw+3kv37na4uKhrcHHxpk+fbmkaTp/+dHsqKiqWKlUqUiJ1oEXLlk3VNsbJyv7XzoO83nePHvZZ3ndauejSgdNpvsFbo1xcvRrAw0dRWFlZUqCA6vXdxqZJtvedGT+/G5SvkB6vu3Wz04zXbifo3UeVD52zjdemVKxUjoefWN8zN9z0D6F0uVKYlla9U7VzaM0pz3Nf9Ju5Icg/GPOypTArbYJcrkMHB1t8PM6opfHxOEOXnh0BaGvXkkvnVXsl5C+QP21T4sbNrVAoFNwJv88u5wM0qdEWmzp2/NRxEBF3H9DHIesBLAHXb1K2fBlKlTFFLpdj37Udnu7qbQ5P91P0+Fk1m6GjvS3nz6r89GmfC/xYrXLamqsNGtcjPOwOMpmMYsVUG4bq6OjQuk1zwkJyVy7+36PtndDFbulfhD4Qr1Qq30gkkirAx1XEkyQSiTx1FKYPcFQikSxTKpVxEomkGKCnVCrz8tbbOvW6t4ADMDCH9GkoFAomOc7hwJHNyKQydm4/QGjoHaZOH4O/fxAebifZsW0/azcs5VrACeLjExicukP4p5jsOI91G/9EV1dORMQjRv465ZMaJk6YzeGjW5HJpGzftp/QkNtMnzGW69eDcHfzYdvWvazf+BcBN04SH5/IL/1Vjc6GjeoybvxwkpKTSUlJYfxYJ54/i6da9SqsXb8EmUyGVCrh8EE3PDxOflLDVMe57Du0EalMxu4dBwkLvcPkaaMJ8L+Jp/tJdm4/wD/rl3DF34v4+ESGDlTlQ8PG9Zg8bTTJyQpSUhQ4jptFQnwixiaGjJ/4K+Fhdzl5VrUR0aYNO9ix7UCO+aejI2Pa2GEMc5yNIiWFzu1bUaFsaVZt2km1yhWwaWLF1YAglq/bhkQioU6taswYp1rvIzlZQb/UaRyFCxXgjxnj0dH5+tPSJ876g6v+N0hIeEFLhz6MGNSXrjksvp5XFAoFi6cvZ8WupchkUo7tceNeeATDJg4kJDCMs14X+LFWFRZvmk+RH/Ro0roRwxwH0tOm/1exn6JIYfXMNSzcMR+pTIbXXi8ehD+k34S+hN8I55L3ZSrVqoTThpno6RemQSsr+o3vw9BWwznnep5ajWqxznsNSiVcO3ONyycu52xUUwRv1i9Hb/ZSkEp57+OG4lEEBXoNJPlOKElXLpLkfwW5ZT30V21FqUjhrfMalC9foFOrLgUHjvg4F4t3R/aieJB9J/+nNLxeu5wic1I1nHBD8TCCAr0Hknw7VcP1VA2rt0JKCm+2pGqwqIvewBGovrlIeHv48zQoFCksn7GSpbsWIZVKcdvrTkT4AwY6DiAsMIwL3r5UqVWZ+ZvmoKdfmEatGzJwQn/6txhESkoK/8xdx/K9S5FIICzoNsd3ueZsVCMfUnjrvJJCkxeBVMaHM+6kREaQv+sAku+Hk3z9Isk3rqJToy56izer0u9ah/KV6uXx7a61FJ62FCQSFPfD+XDyMzRklKNIYf3MtczePhepTIrPXm8ehT+k1/je3Am6zRXvK/wyfSAFCuZn0hqVD34a9YQFg+Z9tk2lIoWb05xpsHsqEpmUR7tP8yrsMZUndSMh4D6xXl+2pmduSFGkcNzJmQHbpiCRSbm+7zRxtyNpOa4bkUH3CD1xnQb9bSnfuDopycm8TXzNgQnpa+86nv+bfIULIJPrUNW2Dlv6/qG203puNaycuYpFOxcilUpx3+vJg/AHDHDsR1hgOL7el6hcqxJzNs6isL4eDVs3oP/4vgxqORQAQzNDSpoYEOh7I092v0W8bNCwLj/36sLNm6Gc91Ut6D939lK8PE/nKh9WzFzF4p2/p+VDRPgDfnHsT1hgOBe9falcqxLzNs6msH5hGrZuwC/j+/FLyyFp+WDwGfnwKT1HnZwZtG0qUpmUq/tOE3v7Ma3HdeNx0H1CTvjRqL8tFRvXQJFaNvZN+Px1mUFVJwKmOdN4t6o8Pth9mpdhkVSd1I2EgHtEe2W/oV/x+pWpPKoTKUnJkKIkYMoWPjzPfgPGT2nwcHKm17bJSGRSAved4cntSJqP70r0jfuEn7hO3f62lGtSHUWSgncvXnNs/FoAStWtzE8j7FAkKVAqU3CfsYW38blbliAjKYoU1sxcw/zt85HKpHjt9eJh+EP6jO/D7aDbXPa+TMWaFZm5YSaF9Qtj1cqKPuP78GurX5HJZSw5uASANy/fsHTM0mynpSsUCsaMnYGr6y5kUinOW/cSHBzOrFmO+PkF4uLizeYte3B2XkFI8Hni4xPo3Uc1jTg4OJz9B45zI/AUyQoFo8dMz3FziG1bV2FgUAwkEm4E3mLEb1Noopf9MkeZ82TtzDXM3T4PqUyK915vHoY/pHdqnlzxvszA6YPIXzA/U9ao2m1Pop4wb9DcHH750zb3OW3mt23TkMikXNp3mpjbj+kwrjsPg+4RdMIPh6l9yFcwP4P+UbVj4yOfsm7IEvzdLlGpUXWmeS5FqVQSciaAmz6525BSoVAwbpwTx49vS50+vY+QkNvMnDme69dv4Op6AmfnvWzevIybN88QH59A374jARg+vD/ly5szZcoopkwZBYCdXV8kEgkHDmxEV1cXmUzGmTMX2bBhh5otaYYyMHuWI9cylIGtzisITS0DvTKUgQMHjhOURRkYM3YGbpnKFcD2rasoYVAMiURCYGoZAJgxfRzFihVl+XJVTE1OVtCkid1XzwddXTlTpowiNPQOvr6qdsPatdtwds56zUuFQsHYsTM5fnx7qoa9hISE4+Q0Hj+/IFxdvVM1LOfWrbM8f55Av34j064PC7uAnp4eurpy7Oza0LFjH0JDb7NgwXJOnNhPUlIyDx9GMmTI+H+tLDx58owFC6bSs6c9BQsW4M6dS2zZsocFC5Zr3Lery06kMilbnfcSHBLOLCdH/K6rysWWLXtw3vI3wcHniX+eQJ++qeUiRFUuAgNPokhWMGbMDFJSUrh61Z9Dh9y4ctmD5ORkAgJusXHjTgB++20gE8b/ipGRAX7XvPHwOMXokdPU9EwYP4sjx7alxeuQkNvMmDmO69eDcHM9wVbnvWzctIzAoFPExycyoJ/qnhs2qseECenxetzYmTx7phqBvcX5b5o2a0Dx4kUJu32RBfOXs23rvmxqpvpzWTh1Kev2/I1MJuXwbhfuht3nt0lDuBUYymnPc1S3qMryLYso8oMe1rZN+G3iEByaq3ZO33p0LWUrlKFgoQKc8D+G07gFXDyd83uNQqFgztTFbN63CplUxoHdR7kTdo8xk4cTFBDMSc+z7N95lKX/zOPElSMkxCcybqgqH4uXKMrmfatQpiiJiY7DccTMHO1lZX/axAXsPrgBmUzKnh2HCQ+9w8RpIwn0v4WX+yl2bz/IynWLuHjdg4T4BIYPdAQgMfEF61Zvxf3kPpRKJT7eZ/HxOkuBggXYfWgDOnIdZFIZ5874siN1I2WB4HOR5HVdp38biUSSDzgCmAJhgAEwG2gHdAKup6672ROYimo0ahLwm1KpvCSRSF4plcrCqb81G3ilVCqXpv79SqlUFpZIJAOA9qjW56wA7FIqlZ/8rFdMr6LWMy455cunn30p+XS+zrpWn0tU+DGt2gdApt08AGhUc4C2JVBMVijnRN+Y3bXzvgPh10aLH6sA6Hxd+9+sjllr3T3S/1xBbUtg8Ac9bUvgUv4sFsH6N+0n530E3dfmarz2RwLUKVpe2xKor/NlO0h/Dazeabc8AtzKp10Nvsrsp/j/W3jHZL855L9FGyMLbUvAXFpY2xLYFJu7kbnfkiTFl03j/1LkMu23W76H9+Es13r9l1F8B++Wulp+rzLXM8w50TfmfUqStiXwKumttiUQnRCs/UrxHfLWc5X2HVYOFGgzUivPTvvRJAeUSuV7VB2ZmTkNTM6Qbi+wN4vrC2f4/+zszgFxSqVyJAKBQCAQCAQCgUAgEAgEAsH3hBZ3I//e+e7X3BQIBAKBQCAQCAQCgUAgEAgEgqz47kdu/hsolUpnwFnLMgQCgUAgEAgEAoFAIBAIBAJBHhCdmwKBQCAQCAQCgUAgEAgEAsH3jJiWni1iWrpAIBAIBAKBQCAQCAQCgUAg+E8iOjcFAoFAIBAIBAKBQCAQCAQCwX8SMS1dIBAIBAKBQCAQCAQCgUAg+J5Rimnp2SFGbgoEAoFAIBAIBAKBQCAQCASC/yRi5OZnYlywmLYlcDcxWtsSUGj5y0H9WgO1ah9ARyrTtgQu3nDWtgSG1p2obQk0uPhE2xIwz19Cq/YvPgnSqn0A40PaDy31ilXQtgTGJkdpWwKF3+XXqv0XSa+1ah+geH49bUsgUfFW2xJwSbqnbQlse/9S2xJISNRumWxaoqpW7QNYltC+f/SMCdC2BEz0imtbAkmKZG1LIL+Orlbty7+DdrRMqv3xPhKJRNsSSFYotC2BDynarRPupQtp1T5AZKS+tiWwtZD22/ICQV7RvicXCAQCgUAgEAgEAoFAIBAIBILPQHTJCwQCgUAgEAgEAoFAIBAIBN8zKWLNzewQIzcFAoFAIBAIBAKBQCAQCAQCwX8S0bkpEAgEAoFAIBAIBAKBQCAQCP6TiGnpAoFAIBAIBAKBQCAQCAQCwfeMljd0/p4RIzcFAoFAIBAIBAKBQCAQCAQCwX8S0bn5DWhi0wCXC/twv3SAwaP6aZyv08CC/d5bCYy8gG3HFmrn1u1ejm/4CVbv+DPPdlu3bs6NG6e4dessjo4jNM7r6uqyfftqbt06y9mzRylTxgyAYsV+wNNzD0+fhrBs2Vy1a+RyOatX/0FQ0GkCA0/i4NAuRw3+AT7cCDrNhAm/Zqlh67ZV3Ag6zekzRyhdWqWhRYsmnL9wnCtXPDh/4TjNmzfUuHbf/g1cveqZ6/wAaGRjxeHzuznqu5dfRvbROF+7QS12eW3m6uMztOponXbc2MyQnZ6b2HPCmQNndtCtn0Oe7GakoXV9DpzbwaELu+g/srfGeUurWmz33Ijvw5NUbOQjAAAgAElEQVS06NBc43yhwgVx9TvIxAVjP1vDp5ix8C+adfgJhz7Dv8nvA1RvbsFCnxX8cXoV7X/trHHedpAd872XM9f9LybunEVxU4O0c5vu7mOO21LmuC1l9IYpX0VP0xYN8fA9iPeVwwwd3V/jfN2Glhz22UFw9CXa2LX8KjYB6lrXYdPpjWw5t5meI3ponK9hVZ3Vbqtwv+9K0/ZN1M4NnjaI9SfWsfHkekbM0axbmWlja82tm2cJDT7PpIm/aZzX1dVl1841hAaf5+L542n+AGDypJGEBp/n1s2z2LZWlcl8+fLhe8EFv2veBAacZJbThLT0NtaNuXLZgwB/HzZvWo5MJtOw17p1cwIDT3Lz5hkcHbP2Ddu3r+LmzTOcPavuGy5ccOHqVU8uXHChefNGadccPbqVy5fd8fPzZsWKBUiluQtp9a3rseOsM7vOb6P3bz9pnK9lVYONHms5+cCL5h2aqZ0raVKSP3ctYvvpzWw7tRkjM8Nc2cxMsxaN8L50iJNXjjJs9ACN87q6clZs/IOTV45y0HMrpqWMAZDLdVi0YjZuZ/ficnoPVo3rfJZ9UPnHo+d3c9x3HwNH9tU4X7uBBXu8tuD3+CytOtqkHa9crSLbXNZz6MwO9p/cRhv7vNWRZi0a4XP5KKeuHmf4mIEa53V15azcuJhTV49z2GsHpqVMANDR0WHp6nm4nzuAt+9hfh2rfq1UKsXl1F427lr5n9CQkUY2Vhw6t4ujF/cwIJtYtdNrE1cenaZlB+u04x9j1W7vLew/vZ2u/ezzZPcj2mq32LRswrmrrly87sHIsYM1zuvqylm7+U8uXvfA9cQezEqbpJ2rWq0Sx712cdr3GCcvHCFfPl21a513r+LUxaM5avgWvmn27Incvu3LkyfBuc6Lj/ybcSI7GljXZ/+57Ry8sJN+I3tpnLe0qsk2zw1cfOiTbbvFxe8AjgvGfNKOra01N2+eJST4PBOziVM7d64hJPg8FzLFqUmTRhISfJ6bN8/SunW6Bn39IuzZs56goDPcuHGaBlYqHzl79kSu+3lz7aoXbq67MDbW9N3NWzTm5OVjnLnqwq/Z+IVVGxdz5qoLR7x2YpbBL/y5ej6e5w7i43uEEWMHAWBsYsieIxvx8T2C94VD/DK0t4atrxWj4dNxf97cyQTfOkfQjdOM/E11b0WK6HHksDO+l9y4es2TPn27AdCqdTOuB/gQGHSK8RM024aqtvxKAoNOcerMYUqXNgXApkUTzl04xuUr7py7cEytLd+9ux2Xr7hz6bI7h486U7x4UY3fzY6WrZpx5boXfoE+jB0/LEs9m7b+jV+gD96nDlAqVc9HzMyMeRQTyMjRg3JtMzMtWjXlkp8HVwK8GT1uaBYa5GzcspwrAd54ntyfpqFUaVMexd7g1PmjnDp/lKXL5uTeZsum+F7z4Iq/F6PHDcnS5oYty7ji74WHzz41mw9jAjl17ginzh1hSQabew9u5NT5o5y75MKSZXNy3W4C7T2H7+3dMn/DehgdcMbo0Db0+mu2IQt2bIOJ10EMd67DcOc6Ctm3TzunP2ooRns3YbRvMz9M0Kz3uUXf2pJa51ZicWE1JiM136s+UqxDQxpEHaJQzfIASOQ6lFs2kpo+y6jh/RdFGlb7bA0/Nq/FbJ/lzDm9AttfNdseLQd1wMn7L6a7L2HMzpkUMy0BQKWG1Zjmtjjt34qwHdSyrffZOgSCjPzPdG5KJBJziURyU9s6pFIp0/+YyPBeY+nU9Cfad7alfKWyammiI2OZPmYeroe8NK7f/M8Opo6c/Vl2//57Pvb2/bGwaEmPHp2oUqWiWpoBA3qSkJBItWrNWLlyI/PnTwXg3bv3zJnzJ1OmLND43SlTRvHkyVNq1LDGwqIl585d+qSGv5bNpbPDAOrUbk337p2oUqWCWpr+A3qQkJBIzRrWrFq5iXnzVZ1Vz57F063bIOrXb8vQIRPYuGmZ2nWd7Nvw+tWbPOfJlN8nMLLXBLo2603bzq0oV8lcLU10ZCyzxizA47C32vEnsc8YYDecn1oNoG+7Ifwyqg8GhiXyZP+jhkkLxzGm90R6WPfD1r4lZSuWUUsTExnLnLEL8Tx8IsvfGD5pMNcvBeTZdm5xaN+atX/N/2a/L5FK6Tt3CMsGLGB667FYdWqCSQUztTQPg+8z124STu3Gc839Ej2mpne0fHj3gVntHZnV3pEVQ/74Yj1SqZRZf0xmyE+jad+4Ox07t9Gso49jmDJqNi4H89bgycnuyPm/Mb3fDIa0GIq1vTWlK5ZWSxMX+YSl4//k5JFTasd/rFOVanV/ZLjtrwxtNZxKtSpRs0HNT9pa8fcCOtr1oUYtG3r2dKBqVXV/MPCXn4mPT6TKj01YvmIDvy+cDkDVqhXp0cOemhYt6NCxNytXLEQqlfL+/Xta2fagTt3W1KlrSxtba6zq10YikbB503J69xmBhWVLHj58TJ8+3TT0LF8+D3v7/lhatkr1DZr+KT4+kerVm7Ny5SYWLMjoGwZSr14bhgwZz+bN6b6hT5/fsLJqR506rTEwKE7Xrh1y9RzGLRjNxD5T6WczkJYOLSiTqU7GRsaxcNxiThzx0bh++t+T2b1mH32tBzKswwjinybkaDMrDbMXTWZgz1G0adwVuy5tqZCpDHbv7UBiwgta1Ldny9qdTJ6l6iTo2bcLAO2b9aR/t1+ZNnc8EonkszRM+92REb0m0LlZryz9Y0xkDDPHzMc9k3989/YdM0bNpUvzPoz4eTwT545Br0jhXNudu3gaA3qMwLZRZzp1aUuFyuXU0vTo05nEhBfY1LNj05odTJml+rDT3r41urq6tGvaDbsWP9Orf7e0TkeAX4b15k74vf+Ehsx6Ji8cz6jejnRt3oe2Dq0omzlWPY5l9piFeGSKEx9j1c+tf6Ff+6H8MrIPJQyL59m+ttotC5fOoHe3YTS3ssOhW3sqVS6vlubnvl1JTHhBo9ptWf/PVmbMVn1UkclkrFq/iMnj52DdsBNdO/YnKSk57br2dq1y1Wb4Vr7Jze0ETZvmvaP534wTn9IwaeFYxvSeRE/r/rTJst0Sx9yxv+N1WNNHAgybNAj/S4E52lnx9wLs7PpQs5YNP2UTpxLiE6n6YxP+XrGBhRniVM8e9tSyaEHHDHEKYNlfc/HyPEWNGs2pU6c1IaG3AfjzzzXUrtOauvVscXM7wYzp4zT0zFs8jf49fqVVIwc6dWlHxUx+oWefLiQmvKB5vY5sWrM9zS90sLdFV1dOm6Zd6dDiJ3r174ZZKRMUCgXznf6kZUMHHNr0od+gnlSsXE7N1teK0Z+K+/379cDMzIRq1ZtRo6Y1e/epOv1H/DqAkJBwGjZoT7u2P7Pw9+nky5ePv5bNpYvDAOrWtv1kW75WDRtWq7Xln9O922Cs6rdj2BBHNmz6C1DV18VLnGjfrhcNrNpxMyiUYcM1P6JkV06W/DWb7l0G0aBuW7p270jlTHr69u9OYkIidWq1ZM3qLcyeN0nt/IJF0znhfTZX9rLTsOjPWfTsOoTG9drTpVtHDV/Vu193EhISqW/RmrWrnZk1Z2LauYj7D7FpYo9NE3scx83Ktc0//nTip26DaVy/A527ZmfzBfUtbVn7jzNOcxzVbTZ1wKapAxMz2Bw0YAw2Texp2qAjJUoUpVPntrnWo43n8L29WyKVUnTSaJ6MmUpMj4EUtG2BTtkyGsneeJ8mtvcwYnsP4/VRNwB0a/5IvlrViPl5CDE/DUb3xyrkq10rb/ZTNZRdOITQ3vMJtB5DcfumFKhoppmsUH6MBrXnpV942rGSvVsBcKPlOEJ+mkPpWQPgM9qQEqmEn+YOYtWAhcxtPY56nRpjVEG9M/tRcAS/201hQbuJ+LtfovNU1YfbcN9bLGw/iYXtJ7H85zl8ePuB4LOfjheCTKSkfP//tMT/TOfm90KN2j/y6P5jHj+IIikpGbcj3ti0VR/5E/UomvDgOyizePCXz13Lu6MF6tWz4O7dCO7ff0hSUhL79x/Hzs5WLY2dnS07dhwA4NAhN2xsGgPw5s1bLl68yvv37zR+t3//HixevBoApVLJs2fx2WqoW9eCe3cfEBHxiKSkJA4cOE7HjuoaOnawZeeOgwAcPuyGtbVqpENg4C1iouMACA4OJ1++fOjqqkZhFCpUkFGjBrNoUd5GwlS3rMqj+4+JfBhFclIynkd8sG7TVC1N9KMYbofcJSVFqXY8OSmZpA9JAOjmk39W5wFANcuqPIqIJPJhNMlJyXgf9aF5G/WRFtGPY7gTcg9lJg0AVWpUophBUS6fufpZ9nNDXYsa6BfR+2a/X86iAnEPYnjyKBZFUjJXjp/HMtMXulDfm3x49wGAu/7hFDXK28t5XqhZuxoPIh7x6EEkSUnJuB7xolU79ZEnkY+iCQu+Q8pXXNOkskVloiKiiXkYQ3JSMmeOnaGRrfpX5NjHsdwPvY9SqV4WlErQzaeLjq4Ocl05OnIZ8U+zr4v161mq+YN9+47Sya6NWppOdrZs374fgIMHXWlh0yT1eBv27TvKhw8fiIh4xN27EdSvZwnA69cq3ySX66Ajl6NUKilevCjv37/n9m1Vh86JE2c1Rnh/9E8ffcP+/cfp2LG1WpqOHVuzc6fKNxw65Ia1tco/BQbeIjob3/Dy5StANWpGnqonJ6paViEyIpLo1Drpc/QUTdo0UksT8ziWe1nUyTIVyyDTkXHtnB8Ab9+84/279znazEyt2tV5cP9xWhl0OexJq3bWamlatbPm0B4XANyP+dCwqarOVKhcjovnrgDw7Gk8LxJfUsPixzxrqG75o5p/9DhyQsM/RqX5R/V68ODeIx7efwzAk9inPH8aT9HiP+Th3tPr3/HDHrTOdO+t29lwcM+x1Hv3plGz+oAqBhUsWACZTEb+/PlI+pDMq9QyYGRSEhvbpuzdcfg/oSEj1S2r8jgiQ6w6egLrLOJEVs9CI1blYRTOR7TVbrGsU4OIew95+OAxSUlJHD3oTpv26qNC27Zvwb7dRwBwOepF0+YNANWot5Cb4QTfDAMgPj4xLW8KFirIsBH9+Xvpuhw1fCvfdOWKPzExcXnOk38zTmRHNcuqPI6IJCrVR3odPUmzbNotmcsjpLdbLuXQbskcp/buO4pdpjhll02csrNrw94s4pSeXmGaNLFi85bdACQlJZGY+AJIjxegKiOZ88+idnUi7j/M5Bds1NK0bmed5hfcjnnTuJkV8NEvFMzgF5J4+fIVcbFPuXkjBIDXr95w5/Z9DI1LZrL1dWL0p+L+8GH9mL9gWdo9P3nyLE134cKqD1OFChUkPj4BC4tqGm35DpnqRIcOrTO05d3T2vI3AoOzbMtLJBIkEgkFCxYEoEiRwml1Jyfq1K3FvXsPeJCq59ABV9p3aKWWpl2HVuzeqfK7Rw970Nw6vc6079iKB/cfERpyO1f2sqJ23Zrcz6Dh8EFX2mloaMme3SoNx4540NRac5RgnmzWqUnEvQc8iFD5xyOHXGnXQX2WRLv2Ldi7S2Xz+BFPmmYxMjEzr16+BtLbTeSi3QTaew7f27ulbrUqJD2KRBEZDcnJvPE+RYHmjXK+EEAJEl1dJHIdJHI5Eh0Ziud599GFLSvwLiKa9w9jUSYl8+zoeYq2qa+RrtSkXkT9cwTl+w9pxwpUKsWLczcASH6WiCLxNYVqlde4NifMLSrw5EEMTx/FoUhScO34RY3Rl+G+t0hKfbe753+bokbFNH6ndvsG3Drtn5ZOIPhS/tc6N2USiWSDRCK5JZFIvCQSSQGJRHJaIpHUBZBIJCUkEklE6v8HSCSSIxKJ5LhEIrkvkUhGSiSS8RKJxF8ikVySSCSaNTAXGBqVJDoqNu3v2Kg4DI0MPnHF18HExIjHj6PS/o6MjMbExDDbNAqFghcvXn5yWoi+fhEAZs1yxNfXlZ0711CyZPajF01MDHkcqa7BWENDeprsNDg4tONG4C0+fFA5OienCaxYsZE3bzQ7Xz9FSWMDYqPSG0+x0XEYGOf+WRialGTvya24+x3GefVOnsQ+zZN9AAOjEpk0PMm1BolEwthZv7Fi3po82/2eKGpYjOdR6Xn3PPo5RT8xsqhZj5YEnb6e9rc8ny5OxxYx4/DvWNpqBu+8YmhckpjI9DoaExWHoXHJL/7dnChhVJwnUU/S/n4S/ZTiuezEDbkeQoBvIHuu7WKP3y6unfHj0Z1H2aY3MTXiUQZ/8DgyGhMTo2zTKBQKEhNfULx4UUxMsrjWVHWtVCrl2lUvoiNv4ONzlitX/Xn69DlyuZw6tVUjhLp06YCZmbG6LRMjHj+OTvs7MjIaU1OjLNJ82jd07tyewAy+AeDYsW08fHidV69ec+iQW7Z58pESRiWIU3sOTzAwyt2o7FLlzHj14jXzN8xmo+dafp0xNE9Tuj5iaGxAdFRM2t9ZlUEjYwOiI1VpFAoFL1+8omixHwi9FU6rts2RyWSYlTaheq2qGJvmfWp8SWMDYjLEqrjoJxjmwT9+pLplVeRyOY8iInOV3si4ZNp9gerejTJNDzU0LpmWPxnv3f3YCd68ecvl4BNcCPRkw+qtJCaoOi6cFkzij9nLsuxs+R41ZMTAyICYyPQ4ERf9hJJ5aDcYmpRkr48zbn6H2LpqJ09jn+XJvrbaLUbGhkRmeA7RUTEYadQDQ6Iy1IMXL15SrNgPlK9QBiVKdh9cj9eZA4wYnT6FePL0Uaxd7cybt29z1PAtfdPn8G/GiezI3G6Ji36CgXHufKREImHMrBG5areYmGq2W01zGadMs2rzmhpRrlwZnj59xqaNy7h6xZN1a5dQsGCBtHRz507m3t2r/PxzZ2bPWaJmy8jYkOgMbYPoqNisy2NqXcnoF9yOefPmzRuuBvvgG+jF+gx+4SNmpUyoVqMKAX5BGra+Roz+VNwvV86cHt07ccnXDZdj26lQQTUye/U/W6hapSJ37l3m8lUPJk2ci7GxIY8jM9aJGE1tJulpFAoFiTm05ZOTkxk7ZiaXr7pz595lqlSpyFbnveQGYxNDIjPU0ajImCzfLT6mUSgUvEh8RbHiRSlYsABjxg1j0e9568DS0GBsSNTjdF8VFaWpwdg4k4YXLylWTJUnpcuYcfLcEY657aBBw7q5s2mi7h+jImM1llJQ+dBP2TzMUdftNGiovnzNvkMbCbl7kVevXnPsSO5mKGnrOXxv75YygxIoYtN9tCL2CTIDTf9YsEVTDHdtoPgfs5AZquLph6Bg3vkFYOK+HxOPfby7dI3kiId5sg+ga1ScD1Hpcf5D9DN0jdW7LQpWL4uuSXESTvipHX9zK0LVESqTkq9USQrVLE8+k7zPTPzBsBjxGTTERz/jB8Psu04a92jBrdOasxDr2jXm6rELebYvEGTH/1rnZkVgtVKprAYkAF1zSF8d6AXUBxYAb5RKpSXgC+RuvkRmshjgpyR3X8W+hKxGFmb+Kp2bNBnR0ZFhZmaCr+81GjbswOXLfvzxx4wv0pDV0PeMaapWrci8+VMYNWoaADVr/ki58mU4fuwzpgdnNdoyl18oQfWC17NFf+wb9sSuRzuKlcj9+kDpEvKW5xnpNqAzF05eUnvJ+E+Shzxo6NAM85rlcV+fvk6aY6NhzO00mXWjl9PL6RcMSn/eGoefkJPrZ/K1DefWrom5MaUrlKZX/T78XK83Fo0sqGFV/ROmPtcffPralJQU6tazpUzZutSra0m1apUB6N1nBH8unY3vBRdevXpNcrIiky1NjXn1T1WrVmT+/CmMHDlVLU2nTv0oW7Ye+fLppn2t/xRf8vxlOjJq1q/O6nnrGNZ+BCaljWnXo03OF2poyIVvyiY/9u88Skx0HEdO7GDGAkeuXwlEoVBopM1ZQ1YS8lYPSpQszoKVTjiNXZDra78kVtWqXR2FQkGDaq1pVrs9g3/rR6kyprSwbcbTp8+5GRjyn9GQVz2fIjYqjp4tB2DfsCcde7TNe6z6ntotuUmjVCKT6VC/QW1+GzIJ+7Z9aNexFU2aNaBajSqYlyuNu0vW06U1NWge+1q+6bP4F+NE9hKyLBC5otsABy6evKz2ASkvdr40TunIZFha1mDdum3Uq9+G16/fMGnSyLQ0Tk6LKFe+Hrt3H2bEiF8yCdLUqKkn6zQWtauTokihfrVWNKndjiG/9adUmfQpmgULFWCt81/Mnb5YNXLus8td9vf+qfzMl0+Xd+/e06BhezZu3sXG9ar1cW1trQkMvEWFclY0atCBP/+aQ4EMncF506ZeJ+bOn8zoUaqp9Do6Ogwe0pvGDTtSoZwVN2+G4jhRc2+ArPiSd4sp08ewZvWWtFknn8tnl1WUxMbEYVHNmhZNHZg57XfWbfqTwnqFvp1NpcqmZTUbWjTtzMzpf7B2o7rNHl0GU71SE/Ll000bDf819HyL5/D9vVtmcSyTnnfnfInq1JvYXkN4d8WPYrMmA6BjZoLcvDRRHXoS1b4n+epaks+yxlfSkPG8BPPZv/BwjrNGsrg9PnyIfkYNjyWUmTuQl9dCUX5WGzL3saq+Q1PK1CyH9/pjaseLGPyASeXSYkr656BM+f7/aYn/tc7N+0ql8uNnAT/APIf0p5RK5UulUvkESASOpx4PyupaiUQyVCKRXJNIJNfi32bd4RQbHaf2RcnQpCRxMXkf8ZdXIiOjMTNLX/fL1NRYY8pHxjQymYwiRfR4/jz79eKePYvn9es3HD3qAcChQ65YWGTfUI6MjMHMVF1DTCYNURnSZNZgYmrE7j3rGDJ4PPfvq75k1beqjaVlDYJDznPCZz8VKpbF3WNPjvkBEBcVh6FJ+ld3Q+OSPPmMZ/Ek9il3w+5Tu0He10WJi36SSYMBT3OpoWadavT4pQtHL+9ljNMI2ndrw8hpmgt4f+/ExzyjWIavgsWMi5EQ91wj3Y+Na9JxZFf+Hvw7yR/S105LiFNN2XjyKJbQS7coU62sxrV5ISYqDqMMI92MTEoSF5Pzi9iX8jT6KQYm6aOhDIxL8DxWMx+yonGbxoT6h/LuzTvevXnH1VNXqWJZJdv0kY+jKZXBH5iZGhMdHZttGplMhr5+EZ4/jycyMotro9SvTUx8wZmzF2ljaw3Apct+WLfoQsPGHTl37hJ3795XtxUZozaa09TUOG30S3qa7P2TqakRe/euZ3AG35CR9+/f4+LirbEUR1Y8iX5KSbXnYJDrkW5Pop9w++Ydoh9Go1CkcM7zApVqVMz5wkzERMVhnGEkjJFJSWIzlcGYqDiMU0eQyWQy9IoUJiE+EYVCwYIZf2Jn8zPD+46niL4eEXfz/uU/NuoJRhliVUljgzzFqkKFC7Jqx1JWLVpP0PVbub4uOio27b7g472rx4mYqNi0/Ml47/bd2nH25EWSk5N59vQ51y4HUNOiGnWsLGjV1ppz/m6s3LCIRk3rsWztwu9aQ0biouMwMk2PEyWNDT5rpsDT2GfcC7uPpVXeYpW22i3RUTFqoySNTYyIzdRmiI6KSRs5/tEvxMcnEh0Vg++Fqzx/nsDbt+846X2WGrV+pE69WtSsVY0rN7w56r6DchXMOejinK2Gb+2b8sq/GSeyI3O7paSxQa7bTjXqVKP7L505cnkPY5x+pX23Nvw2TXPzFVDFoMzt1qhcxqnHWbV5o2J5HBnN48fRXLnqD8DBQ65YWmh2HuzZc5jOndurHYuJilUbBW9sYqjhl6OjYtNmRan7hfacPnkhzS/4XfanpoVqow4dHR3WOv/FkQOueKR2ume29TVi9Kfi/uPIaA4ddgXgyBF3atSoCsCAfj05fEQ14+HjlGO5XAcz04x1wkhTW2RMWhqZTIZ+prb8rj3rGDp4QlqdqFlLtXTKx78PHXTFqkFtckNUZAymGeqoialRlu8WH9PIZDKK6Bcm/nkCdevVYs68SQTeOs2vIwYw3vFXhgzT3DwvRw1RMZiYpfsqE5MsNERl0lBEj/jnCXz4kER8at4EBtwi4v7DtJGzOd53Bv9oYmqosdSFyodmshmfajNeZfNGqs3ymWy+f/8BD7eTtGufuw0BtfUcvrd3S0Xc07SRmAAyQwMUT9XbkCmJLyBJtVzM6yNu6KaufVvAugkfboagfPsO5dt3vPO9gm71vC8r9CH6Gbom6SP6dY2L8yEmPU7IChegQJXS/HhwHpaX11K4diUqO09VbSqkSOHB7C0EtZ5A+C9/oKNfiHf3orMy80niY55RNIOGosbFSYzTnGJfpXEN2o7szJrBi9Xe7QDqdGxIgOcVUpLz3rkqEGTH/1rnZsbFzxSADpBM+n3m/0T6lAx/p6Req4ZSqVyvVCrrKpXKukULZD2N9aZ/CKXLlcK0tDFyuQ7tHVpzyvPzF7HOLdeuBVKhQlnMzUshl8vp3t0OFxf1TSBcXLzTNvro0qU9p09fzPF3XV1PpO0uZ2PTmJBPrJXi5xdI+QrmlCljhlwup1s3O1xd1TW4unnTu49qQG3nzu05c0alQV+/CIcObmGW02IuXUofQr9xww4qlLfix6pNaNWyO3du36ddW82d6bLiVkAopcuZYVLaGB25Dm0cWnLa63yuri1pbEC+/Kp1WfT09bCoV4OIO3l/cQkOCKV0WTNMSqk0tLZvyVmv3A2/nzlyHnb1umNv1ZO/5/6D2wFPVi3MeQ2x7437gXcoaW5MCbOSyOQ61Ldrgr/3NbU0pauVpf/CYawY/Acvn6VP5SpYpBA6uqqqWLioHhXrVCHq9uMv0hPkH4x52VKYlTZBLtehg4MtPh7fvo6GBYZham6CUSlDdOQ6NO/UHF/v7DfoykhcVBw1rGoglUlVowcb1PjkdMOr1wLU/EGPHvYcd1HfCOS4ixd9+3YHoGvXDpw6fSHteI8e9ujq6mJuXooKFcpy5ao/JUoUS1uqIn/+/LRs0ZSwsLsAGBioGji6urpMdPyNDRt2qtn66J/KlEn3Txq+wfUEvXurfEOXLpl8wyoDLiQAACAASURBVKEtODktxtc3vdwUKlQQIyOVH5bJZLRta5Om51OEBoRiVtYU41JG6Mh1aGlvwwWvnH2h6tow9H7QQ7+YPgC1G1sSEf4gV9dm5Ib/LczLpZfBjp3b4ONxRi2Nj8cZuvzUEYB2nVrie061fl3+AvkpUFAVyho3tyJZoeBOuHpncm64FRBC6XJmmKb6x7YOrTiTS/+oI9dh2ZY/OL7fHe/jp3K+IAOqey+NWWlT5HId7Dq35YS7+r2f8DhN1586AdCuU2t8U9cYjXwcQ8OmqqUpChQsgGXdGty9fZ8l81bQqIYtTS3bM2rIZC6eu8q44dO+aw0ZuRUQSqmypdLiRBv7VpzxzF2cyByratWryYM8dnZrq90ScP0mZcuXoVQZU+RyOfZd2+Hprl6ePN1P0eNnBwA62tty/uxlAE77XODHapUpUCA/MpmMBo3rER52h22b92JZ1Zr6NVtj364P9+5E0LXjgGw1fAvf9CX8m3EiO4IDQilV1gyTVB9pa9+Cc7lstziNnE+nej1wsPqJv+euwe2AJ6sXrs8ybeY41bOHPS6Z4pRLNnHKxcWLnlnEqdjYJzx+HEWlSqo15Fq0aEJIiGozjYwdSnYdbTXiRaD/LcqWK0OpDH7B2/20WpqMfqF9p9Zp6x9HPo6mkZpfqMnd2yq/vHjFHO6E32fjmu3Z2Po6MfpTcf/YMQ9sUteKbd6sIeGpa2Q/fBRJixaqtTxLlixBxUrl8HA/qdGWd3NV38jMze1EhrZ8O86c8QVAX1+Pgwc3MztTWz4qKoYqVStSooRq2mqLlk0IC805XgNc97tB+fJlKJ2qp0u3Dri7qY/M9nDz4efeqh2j7Tu35ewZVZ1pb/sztapZU6uaNWv+ceavpWvYsG67ho2c8PcLolw58zQNnbt2wENDw0l++lmloZNDW86l5knx4kXTlq8pY16KcuXNiYjIuV76Xw+ibPl0mw5dOuDhdlLDZs9eKpt2Dm04f/ZSFjbNKFfenAcRjyhUqCCGqR1zMpmMVrbNuZ3LDfC09Ry+t3fLD8GhyEubIjMxAh0dCra24e1Z9TaktHj69OwCzRqSlNqpmhwbR77aNUEmBZmMfLVrkvQZ09JfBdwhf1lj8pUqiUSuQ3H7JsR7pa9xrHj5Br/qA/C3Go6/1XBeXQ8nbMDvvL5xF2kBXaQF8qnyp1ktlMkK3n7Ge9WDwLuUNDemuJkBMrmMunaNuJHp3c6smjm9Fg5hzeDFau92H6nXqTHXjosp6YKvi0YH3v8gEUAd4ArQ7dNJvxyFQsGCqUtZv2cFUpmUw7uPczfsPiMnDeVWYAinPM9R3aIqf29ZTJEf9LC2bcpvE4dg3/xnALYdXUfZCmUoWKgAPv7HcRo3nwunL+fK7tixMzl+fDsymYytW/cSEhKOk9N4/PyCcHX1xtl5L5s3L+fWrbM8f55Av37pU3XCwi6gp6eHrq4cO7s2dOzYh9DQ28yY8TubNy9nyZJZPH36nKFDJ3xSw4TxThw9tg2ZTMa2bfsICbnNjJnjuH49CDfXE2x13sfGTX9xI+g08fEJ9O83CoBhw/tRrnwZpkwdzZSpowHoZNc3bdHzz30Wi6Yt45/dfyGVyTi624V7Yff5ddJgggNCOeN1nh8tqvDX5t8p8oMezVo3ZvjEwXRr3oeyFc0ZP3vkxzlAbFuzmzuhedsB96OGxdOXs2LXUmQyKcf2uHEvPIJhEwcSEhjGWa8L/FirCos3zafID3o0ad2IYY4D6WnT/7PvO69MnPUHV/1vkJDwgpYOfRgxqC9d7fI+1TY7UhQp7HTayIRtM5HKpJzbd5Ko249wGPcTEUF3CDhxjR5T+5GvYH5G/KMqX88in7JiyB+YVDCj/8JhpCiVSCUSXNccJurOl3VuKhQK5k5dwqZ9K5FJZRzYfYw7YfcYPXkYNwNCOOl5lhoWP7J66xKK6BfBxrYpoycNpUPTnl+cD6tm/sPCHQuQyqR47vXiQfgD+k3oS/iN21zyvkSlWpWYtWEmevp6NGhlRd/xfRnaahjnXM9j0ciC9d5rUSqVXDvjx6UT2fsFhULBmLEzcHPdhUwqxXnrXoKDw5k9y5FrfoG4uHizecsetjqvIDT4PPHxCfTqo5oiFhwczoEDxwkKPEWyQsHoMdNJSUnB2NiQzZuWI5OpdmU9cOA4rm6qFx7H8b/SvkMrpFIp69ZtS2tYZtQzbpwTx49vS/VPKt8wc+Z4rl+/gavriVT/tIybN88QH59A374q/zR8eH/KlzdnypRRTJmi8hd2dn2RSCQcOLARXV1dZDIZZ85cZMOGHTk+B4UiheUzVrJ01yKkUilue92JCH/AQMcBhAWGccHblyq1KjN/0xz09AvTqHVDBk7oT/8Wg0hJSeGfuetYvncpEgmEBd3m+C7XPJcFhULBnCmLcN6/WpWXu45xO+weY6cMJyggGB+Ps+zbeYQ//5nHyStHSUhIZMwQ1ZTX4iWK4rx/NSkpSmKj45jw68w82/+o4fdpf7Fm9zKkMhlHdrtwN+w+IyYN5laqf6xmUZVlqf6xeesmjJg4iC7N+9CmU0tqN7BAv2gROvVUjX5yGrOAsFs5bxSgUCiYNfl3tu1fg1QmZf+uI9wOu8u4KSMICrjFCY8z7N1xmGVrFnDq6nESE14warBqx9Xtm/awZOVcPC8cQiKBA7uOEhqc900ivgcNmfUsmvYXq3f/hVQm5dgeV+6F32f4xEEEB4amxYk/Ny/MEKsG0d26L2UrlmH8rJEfQxXb1+Y9Vmmz3TJt4gJ2H9yATCZlz47DhIfeYeK0kQT638LL/RS7tx9k5bpFXLzuQUJ8AsMHqnYDTkx8wbrVW3E/uQ+lUomP91l8vPLeIfstfNOTJ89YsGAqPXvaU7BgAe7cucSWLXtYsGB5jnr+zTjxqTxZktpukcqkHE9ttwydOJCQwFDOeV2kaq0qLN40jyI/6NG0dSOGOv7CTzYD8mxnzNgZuGaKU7NmOeKXIU45O68gJDVO9c4Qp/YfOM6NTHEKYOy4mWzbuhJdXTn37j9k8ODxACxYMJVKlcqjTEnhwcNIfvttioYep8kL2bZ/DTKZjH2pfmH8lBHcCAjmhMfpVL+wkDNXXUhISGRkql/YtmkPS1fOw/vCISQSCftT/UJdK0u69rQj5FY4bqf3AbBk/gpOnTifZksp4avEaCDLuA+waPFqtm9dxZgxQ3j96g3Dhqt28l6wcDmbNy7j8hV3JBIJM2csIi7uKRPGz+LIsW3IZFK2b9ufRVt+Lxs3LSMw6BTx8YkMSGvL96dc+TJMnjqKyVNVx+zt+hETHcfvC//G02svSUnJPHwUyfCh6Tt751ROJk2Yw8EjW5DJZOzcvp/QkNtMnTGGgOs3cXfzYfvWfazd+Cd+gT7ExycwaMDYPJXF3GiYMnEu+w9vQiqTsWv7AcJC7zBl+mgCrt/Ew/0kO7ft55/1S7gS4E1CfCJDfhkHQMPG9ZgyfQzJyQpSFAocxzqREJ+YK5tTHeey79BGpDIZu3ccJCz0DpOnjSbA/yae7ifZuf2Ayqa/F/HxiQwdmG5z8rTRKpspChzHzSIhPhEDg+Js37Mmtd0k5fzZSzhvzuWIRS09h+/t3RJFCvGLV2KwYhESmZRXx9xJvveAIsMG8CEkjHdnfdH7qTMFmjVCmawg5cVLns9ZDMBbn7Pkr2uJ0e6NoIR3vld5d873szRETN9IlV1OSGRS4vb48Db8EWYTf+J14F21js7MyIvrU2W3E6Qo+RDzjDujVnxWNqQoUtjjtJlR26YjlUm5uO8U0bcf03FcDx4G3eXGCT+6Tu1DvoL5GfKPygfHRz5lzRBVXhQzM6CocQluXwr+LPv/79HibuTfO5J/Za25fwGJRGIOuCiVyuqpfzsChYE9wD7gFXAS6KNUKs0lEskAoK5SqRyZmj4i9e+nmc9lRTVDK61n3N3EvA8j/9rIPmMzja9JpSKmOSf6xuhIZdqWwMUbztqWwNC6E7UtgQuv8z6K7mtjnj/vC3N/TU7GBmnVPoBcpv3vZvWKVdC2BCLf530XzK9NYZ3MExb+XV4kvdaq/e+Forp62pbA+5QkbUvg+fuX2pZAwnvtlsmmJapq1T5AgiLnzZa+Nf5P72hbAiZ6udus6VsS+fILOlq+Evl1dLVqX/4dtKO1/T4D2ax3+y+T/BnrL35tPqQk55zoGxJaLe+7h39tIiP1tS2Brbrab8uvidin/UrxHfL2wHyt90PlRIFuM7Ty7LRfar8SSqUyAtUGQR//XprhdM0M/5+Ret4ZcM6Q3jzD/9XOCQQCgUAgEAgEAoFAIBAIBILvD+1/phIIBAKBQCAQCAQCgUAgEAgEgs/gf2bkpkAgEAgEAoFAIBAIBAKBQPA/iVhzM1vEyE2BQCAQCAQCgUAgEAgEAoFA8J9EdG4KBAKBQCAQCAQCgUAgEAgEgv8kYlq6QCAQCAQCgUAgEAgEAoFA8D2j/O43S9caYuSmQCAQCAQCgUAgEAgEAoFAIPhPIjo3BQKBQCAQCAQCgUAgEAgEAsF/EjEt/TO5kxilbQmkiJ2yKCzLr20JFJTqalsCQ+tO1LYE1l9bom0J/FLHUdsSiEl5rVX7ZfWNtGof4Ad5IW1L4E3KB21L4HXyW21LQCqRaNX+D/LCWrUP8INOQW1L4OrzO9qWgEKp/TaDWeES2pag9Tpx/90TrdoHeJn0RtsS0NWRa1sCb5Lfa1uC1ssjwLtk7cZL7T8FkEq1P97ne3iv05Fpv2tALpVp1X65wFCt2gcoqKv999syhUtqW4IgO74DX/G9on1PLhAIBAKBQCAQCAQCgUAgEAgEn4Ho3BQIBAKBQCAQCAQCgUAgEAgE/0m0P/ZcIBAIBAKBQCAQCAQCgUAgEGSPmJaeLWLkpkAgEAgEAoFAIBAIBAKBQCD4TyI6NwUCgUAgEAgEAoFAIBAIBALBfxIxLV3wf+yddVRV2fu4n8MFjBHbUcDOsbAbJVRQAcHu7i7sbsfu7u6kEZASx0AxULBQaVTAGUdH4nz/uHC5lwt6URnm8/udZy3W4u4473ves+vdZ+99JCQkJCQkJCQkJCQkJCQkJCT+y4jStvTskFZu/iQs2pvy4P41gh/5Ym8/Vi1eV1eXo0e2E/zIF1+fy1SoUBaA4sWL4up6indvn7Bxw1JF+gIF8nPxwkHuB3lxN/Aqy5bOylquhSkPH/rwONiP6dPHZSn32LEdPA72w9/vikIuwIwZ43kc7MfDhz60b2+iCC9SpDAnT+7mwQNv7t+/RvNmjQBYtGg6gXfcuX3LDSfH4+jrl1aT1769Cffve/HokU+2djhyZBuPHvng43Mpkx1O8vbtYzZsWKKSp3t3G27dciUw8CrLl8/J0g7Z0dS0Ccd8DnLC7zD9xvVWi6/XrC77XHbi9coNU6s2KnG/GvzKuuO/c+Tafo547adMWfX71YTGpo3Ye20PB3z30XNsD7X4Os3qsNVpC04vHTDuZKwSN2zOUHZf3ckez12MWTz6u+TXManPCo/NrLq2lU5juqjFWwyzYZn7RpY4r2f6sYWUMCyliNv3/DSLnday2GktE/dkXQZ/BvNWrKeNVW/s+n/fPWqCkUkD1nhuYZ33NmyysEPH4Tb8fnUTK1zWM/v4IoUdShiWYqnDGpY7rWOV+0bM+1l8tw5NTBtz4NpeDvkeoPfYnmrxdZvVYYfTVlxfOtE6U1kYMWcYe6/uZp/nHsYtHpMjua3NW+AacI6rNy8ycuJgtXhdXR027lnJ1ZsXOetyCMNy+gDo6GizavNCHLxPcdnrBE1bNlLkse5iiYP3Ka5cO8m+U1soVryoxvq0MG3KWd+jnPc/zqDx/dTiGzSrxxHXvQS89sTcykQt/pdCBXG8c47pyydrLFNFvllTzvke48L1E1nLb16Po277uPHGi7ZWplnKdwo8z4wcyjdra4zfLScCAl0YP3m4Wryurg679q8nINAFp6snKVfeQBFXs3Z1HNxO4B1wBS//S+TLp0uBAvk5emonvjcd8Q64wtyFU7+pQ26UhaMXd+EacI7LXse57HWc4iWLaWyTlmbNuOB3gksBpxgyvr9afMPm9Tjutp9b4d60szZVhOuXLc0x132cvHqQs95H6T7QTmOZmWli2phD3vs56neQPuN6qcUbNavLLuftXA1zoY1Va0V4/Zb12OO6U/Hn+syRVpYtNZLZrn0bAu95EPTAi6nT1Ns9XV1dDh3eQtADL7y8L1C+vCEAZubG+Ppf5o+bzvj6X8bEpIUiT7duVtz4w5lbt11Zuixn7XX79iYEBXny8KE39vbq7Yu8797Kw4fe+PhcpHx5ed9tbm6Mv78Dt2654u/vgImJZvefTm6URx0dbZaum4vbjfO4XD+HpbX5V3UwbWuMz00H/O44My6berlj31r87jhzxf0EZcup1svLrsfwvH6Jq/4XyJdPF4DOXTrg7ncez+uXmLt4Wp7Y4Ufq5c9uqzShfXsT7t7z4P6Da0yblnUZPHR4K/cfXOOat2oZ9PO/ws2bLvj5X1GpEzo6OmzZuoJ7QZ4E3vXA1rbDV3Uwb9uagNsu3LzrxsQpI7K87z0HNnDzrhsuHqcpl1Yvy5U35HV0EF6+F/HyvciaDYsVeS46HCbgtosirmTJ4hrZA9LG+A+8CQ72Y7p9NmP8o9sJDvbDz/eKypjazfU079+FsHHjMo1kWVqY8uihD0+C/ZiRjT9x/NgOngT7cT2TPzFzxnieBPvx6KEPFkr+xJ7d64gMD+LeXQ+Va3XrZk3QPU++fH5Do4ZG2d/7T/Rvqlevwu1bboq/d2+fMHGCetlW0eEn+3bKnDu7n8A7V3P9vgGeht7gbuBVbt9y40aAkyLcyKgWvj6XuRt4lQsXDqKnV0hN3s/uGwoUyM/58we4d8+DO3fcWbp0Zpb2UaZd+zbcuXuVe/c9mZJNf3ng0Gbu3ffE89p5RX/ZqJERfgEO+AU44H/DEWsb+fjd0FAfB6dj3Lrjxh+3XBgzdvA3dciN5wKgpaXFrZuuXLxw6Js6tG3XhtuB7twN8mTK1FHZ2uFukCceXucUdmjYyAjf61fwvX4FvwAHhR2qVqukCPe9foU3kfc0skU6rcyac9nvJA4BZxg6foBafKPm9TnldpDAcF/aW5spwmvUrsYRh92c9z7GWc8jWNq21VimhMS3+NcmNwVBcBIEQWPvVxCEioIgPMxNnb4i+6+cpNfS0mLTpmV0th1Ivfrm9Oppy2+/VVNJM2RwbxISEqhVuzWbt+xl+TL5JN3nz/+wePFaZs1SH3xs2LgLo3pmNG3WkRYtm2BpYaomd/Om5djY9Meonhm9e9lRs6aq3KFD+pAQn0jNWsZs2ryHFSvmAlCzZjV69bSlXn1zrK37sWXzCrS05MVhw/oluLl6UbeuCY0atefxk6cArFu3g4aN2tO4iQVOTleZN3dKlnawtR1E/fpt6dmzs5odBg/uRUJCIrVrt2HLlr0sWzZbyQ7rmDVruUr64sWLsnLlHDp27EPDhu0oXbokZmatvvlM0vWZunwi9v1nM8BsKO3szKlYrYJKmpiIWFZMWc3Vix5q+edtmsmJHacZYDqUkVZjiX+boJHczDqMWzaOeQPnM8J8FGa2ppSvVl4lTVxELOumrsPropdKeK1GNanduBajLcYyqt0YqterjlHzujmSL2hpMWDJCDYMXs7c9pNp1tkYg6plVdK8Dn7JEpsZLOg4ldvON+g5O6OD+vL5Cws72bOwkz2bR6zK4d1rjl2n9uxcr9kA/HsQtLQYtHQEqwctY0a7STTv3BqDaqp2CHv0kvnW05nTYSo3nQLoM3sgAAmx8SzuOpu5naax0HYWNmO6UvRXzZ3EdLS0tJiwbBxzBs5jmPkIzGzN1MpCbEQcq6euw1OtLNSiduPajLQYzYh2o6hRrzr1mmftEGQld9GqWQzvPZGOrbpj3cWSqtUrqaTp3s+ODwkfaNfUjgM7jzF9wUQAeg6QTwJbm/RicI+xzF4yBUEQkMlkzFtuz4Auo7Ax7U3Io6f0H6Y+WZudPjNWTGFSv+n0NB2IhW1bKmWql9ERMSyevALXC+oDf4DRM4YTeOOeRvKykj9zxVQm9rOnh8kALO3aUal6RVX54TEsmvQV+TOHExiQM/laWlqsXDufvt1H0qaZDV26W1G9RhWVNH0HdCchIZEWDTuwa/th5i2yB0Amk7Ft92pmTF2ESQsbuloPIikpGYAdW/fTuqkV7dp0pUmzBpi3a60mW1mHn10W0pk2eh6dzfrS2awv79/Ga2yTWSunMb7vNLq16UeHLu2onOlZREXEsHDSclwuuKuEx8W8Y7DNaHq3G8yAjiMYMqE/pUqX1EhuZh0mLZvArAFzGGw2nLa2ZlTIVC9jImL5feoaPC56qoTfux7ECMvRjLAczdRe0/n8+TO3ve9oJHP9hiV0tRtM44YW9OjRmd9+q6qSZtDgniQkJFKvrhnbtuxTTFa+e/eeHt2H06xpR0aNsGfPvvWAvK9ctmI21lb9aNLYkl9/LYmpqWYTjVpaWmzcuBRb20E0aNAuTR/1vjs+PpE6dUzYsmUfy5en6xNP9+5DadLEkhEjprJ//waNZKbLzY3yOGbKMN6/fY9F8650bNWdm9cDv6rD8jVz6d9jNGbNO2PXrRPVMtXLPgO6kZj4AeNGHdmz4zBzF8lfIshkMjbvWsWsaUswb2lLD+vBJCUlU6xYEeYtsaeX7TDMW9pSqlQJjNs0+9ftAN9fL3OjrfqWzPUbltDFbjCNGrb/ap0wqmvKVpU6EU/37sNo2rQDI0dMY+++jDI4Y+Z44uLeUb+eOY0atsPP74+v6rBq3QJ6dx9Oq6ZWdOlmrXbf/Qb2ICHhA00bWLBz+0EWLLZXxIW9fI1ZazvMWtsxfcpClXyjR9gr4t6+ff9Ne6Trs2nTMmw6D6BePTN69bKlZmbfYkhv4hMSqVXLmM2b97BieYZvsWjxGmbOynpiLStZmzctx9qmP3XrmdErG38iPj6R32oZs3HzHlYq+RM9e9piVN8cq0z+xOHDp7GyVn+B+OjRE3r0HIGv742v6vMz/ZvQ0Oc0bmJB4yYWNG3Wgb///sTFS85ftUlu+HYAtrYd+Ovjx3/lvtNp174HjZtY0LxFJ0XYrp1rmDN3BQ0atuPSRWe1lwq51Tds3Lib+vXb0rx5J1q0aIxFJv82sw7r1i+mW5chNGlkSfceNtTI1DYMHNSThIQP1DcyZ9vW/SxOmzANDg7FxNgW4xbWdLUbzKYty5DJZCSnJDN3zgqaNLKgrVk3RowcoHbNf+u5TJwwXOFnfw25HRbRvetQmja2pFuWduhBQkIiDeqZs33bAYUdHgeHYtrajtYtbehmN4SNm+V2ePb0Ja1b2tC6pQ0mxrZ8+vQZhytu39QlXZ85K6cxpu9U7Nr0oWOX9lmM36KZN2kpzpnGb58/fWbuhCV0NenHmD5TmLFkMnqF1SfWJSS+h39tclMUxU6iKOZ8duh/gCZN6vP8eRgvX74mKSmJ02cuY2OjurrLxsaCI0fPAnD+vKNigu7vvz9x/fotPv/zj0r6T58+4+0dAEBSUhL37j7AsKy+SpqmTRqoyD11+hI2Npbqco+cAeDcOUfMzYzTwi05dfoSX758ISzsDc+fh9G0SQP09AphbNyM/QdOKGQnJn4A4M8/M+Z8C/5SEFEUv2qHM2euZGmHowo7OKnZ4Z9/Pqukr1SpPE+fvlQMBj09/bCz65j5EWRJzQa/EREWQdTrKJKTkvG45IVxplU10eExPH/8AjFV9V4qVquATFvGbV+5o/rp78/881n1GWlCjfrViQyLJPp1NMlJyVy77E0Li+YqaWLCY3n5JIzUTPYURRHdfLpo62qjo6uDto4sxxOsletXJfZVNHFvYkhJSubmFT8aWDRRSfMk4CFfPn8B4PndUIqVKZHj+/xRGtevS5HCerl2/Sr1qxITFqWww40rfjRq31QlzWMlOzy7G0pxfbkdUpKSSf4id850dLURtAS+hxr1axAZFkmUoixco5VFC5U0MeExvHzyktRM2w0ylwWZjjbxGjqqRg1r8yrsDW9eRZCUlIzjRTfadjRVSdOuownnTzkA4HLFgxat5bapWqMy131uAvD+bTwfEv+kbv1aCIKAIAgUKJgfgEJ6vxAbHaeRPrUb1ORNWAQRafXS/ZIHJpaqq1SjwqN5lkW9BPitbnWKlyrGH963NJL3Lflu2cp/TmpW8o2qU6JkcW7kUH6DRka8fPGa16/CSUpK4uI5Jyw7qa4os+xkzukTlwBwuOSKsYm8rTA1b0XwwxCCH4YAEB+fQGpqKp8+fcbfV/58kpKSeHA/GH2DMtnqkBtl4Ueo06Amb16GE/E6kuSkZFwvemBqqTo5G/UmmqdZPIvkpGSSviQBoJtPR2VCJyf8lqleel66RisL1X4iJjyGF49fZlke0jGxas1Nr1sa9RONG9fjxfNXhIW9ISkpibNnr2Bl3V4ljZVVe44dPQfAhQvOionK+0HBREfFAnLHLV++fOjq6lKxUnmeKfWVXl7+2Np9fZVaOul9d7o+Z85cwTqTPtbW7Tl2TK7P+fNOmJrK++6goEdEZaGPJuRWeezetzM7Nx0A5G1n/Pvs+80GjeoS9uKNol5eOu+EZSczlTQWHc05k1YvHS+5KeqliXlLHj8KVaqXiaSmplK+YjlePAvj/Tt5G+3rHUCnztmv+P+v1cvcaKu+RePG9dXqhLW1qs2srSyU6oSTok4EBT3Ksk4ADBzYg7VrtgPysvDuXfb9ZsNGRoS9eMWrsLT7Pu9IRyvVFUUdO5lz6vgFAK5cdKW1SYusLvVTUPMtTl/K2rdIH+Ofd8QsbYyv8C00HLdm9idOn75E50z+ROds/InONpaczsKfAPD1+4P38er178mTZ4SGPtdYn5/h3yhjbm7MixeveP06IlsdcsO3a9eP9QAAIABJREFUA/jll4JMmjSClSs3/+v3nZnq1asoJpivevjSpUsnlfjc6Bs+ffqMj4+Sf3vvIYaG2Y9bGjeux4sXGW3DubMO6v2ldTtOpOlwUam//PTpMykpKQDkz5ePdDcrJjqOoHuPAPjrr4+EhDzD4Ctjp9x6LoaG+nTs2Jb9+09kKzudRpnscP6sA1ZW7VTSdLJqx/Fj5xV2MDFtoW6H/PnU/HcAU9OWvHzxmjdvIr+pC0CdBrV4rTR+c7l4FTNL1R2QkYrxm2of8OrFG16/DAcgLuYt79/GU6yE5ru/JCS+xk+b3BQEYYYgCBPT/t8gCIJn2v9tBUE4KghCmCAIJdNWZD4WBGGPIAiPBEFwEwShQFraRoIgBAmCEACMU7p2bUEQbgqCcE8QhPuCIFRLu84TQRAOpYWdFQShoNJ1vAVBuCMIgqsgCPpp4VUEQXBJC/cVBOG3tPBKgiAECIJwSxAEzV5zKmFgUIY34RmNQUREFIaZGkkDgzKEp6VJSUnhw4c/KVFCs9VfRYoUxsqqHV5e/qrXNMy4ZrZyDTN0S0lJITHxAyVKFMPQQD2vgWEZKleuwNu379i3dwO3brqya+caChYsoEi3ZMlMXjy/RZ8+XVi0eE2296i4pkHpbNNoYofnz19RvXoVKlQoi0wmw8bGgrJlDbJNr0ypMiWJjcyYcImLiqNkGc1W9pSrXJa/Pnxk2Z5F7HPdydh5I1XetGlKiTIliVPS4W3UW0pqOHn4OPAJQQH3OXH7GCfuHOOOdyBvnr3JkfxipYvzPvKt4vf7qPcUK529/DY92/LgWsYqF518uiy4/DvzLqykgUXTbPP91ylWpgTvo94pfr+PekexMtlvDTPp1ZYgJTsU1y/BCpf1bLqxB4edF0iI1WxiUZmSZUpkKo9vKaFheXwc+Jh7AUGcvn2C03dOcNv7Dq81LAtl9H8lKiJG8Ts6MobS+qVU0pQuU4rotDQpKSn89eEvihUvypOHobTraIpMJqNseQPq1KuJvmFpkpOTWThjJY4+p/B/6ErVGpU5c+ySRvqUKlOSmMhYxe+YqDhKZdInOwRBYPLCcWxeukOj9Fnxa5lSxERkyI+NiuNXDZ+DIAhMWTieTUu351iuvv6vREZEK35HRcaoHe2hr1+ayIgoQP4c/vzwJ8WLF6Vy1YqIwIlze3DzPse4icPUrl+4iB4WHczwTXsplhW5URbSWbV5EZe9jjNu6te3+Snzq36pTGUhVuOyAFDa4FdOeR7C+c4FDm47RlzM229nykRJ/ZLERinVy+i3lNTP+QpQs86meGRacZ0dBgZlCE97zgAREdFqjpWBQWlFmpSUFBKz6Cvt7DpyP+gRX7584cXzMKrXqEL58oZpfWV7DDXsK+X9srI+UWrOpiZ9d5cunQhK00cTcqM8pq/+mDxrDBc9jrF53++UKJV9W19Gqc6BvF6WyVQvyxhk1N30ey9WvCiVq1QEUeTY2d24XDvDmIlDAQh78Zqq1SpRtpwBMpkMy05tMfiK8/5fq5e53VZlhby8q44f9dXGjxlpsiuDynWiSJHCACxYMA3/6w4cObqNX3/Nvm7rG5QmQum+IyPU77uMfmkilO77w4c/KV5crkP5CmXx9L3AJccjNG/RSCXf5m0r8PK9yNTp6lubs8PQQJ/wN5naCUP9TGky6q68nfigsW+hjLKvABAeEaXeJmXjT2T2gcLT/IkfITf8G2V69bTl1KmLX9chl3y7RQuns3HjHj59+qQuM5fuWxRFnJ1O8McNZ4YPy1hJ++hRiGLCtns3a8pl6jNyu28oUqQwnTqp+7fK6GfSITIiCoPM7ZFBaZV68OHDnxRP06Fx43r8ccuFgJvOTJ44TzHJl0758oYY1avN7VvZ78bJreeybt1iZs9eptELIAOD0kSEq7YHmdtIfYMyijQpKSl8SMywQ6PG9bhxy5nrfzgxZdJ8NTt07W7N2bNXvqlHOqWzGL/9moPxWzp1GtRCR0eHN2HZv2iQyILU1P/+Xx7xM1du+gDpSy4aA4UEQdABjAHfTGmrAdtEUawNJADd0sIPABNFUcz8KnQ0sEkUxfpp1w5PC68B7BZF0Qj4AIxNk7kF6C6KYiNgP5C+13k3MCEt3B5I91A3ATtEUWwCZIxsNCSrFSOZ34pktagkqzcnmZHJZBw5vJVt2w7w8uXr75CbVZrs82rLZDRoUJdduw7TpKklHz/+zYwZ4xVpFiz4ncpVmnDixAXGjh3yk/TJ3g4JCYlMnDiXI0e24eFxllevwklO/vYWJ7mwLMI0sDmATFuGUdM6bFu6i5GdxqJfXp+OPS2/nTGzClk+d83yGlTUp1zVcvRrOoC+TfpTr2U96jSr88MKZGfvFnZtqGhUBefdGZNU9i1HsaTzTHZN3EjfBUMoVf77zh3Na7Jc05XNc2jVpQ2V61bFcVfGwPd91DvmdJjKtDZjad3NjMIli+Rchx8oDAYVDahQtRy9m/ajV5O+NGhZj7qaloUfqJdnj18mOjKGC1ePMHfZNAJvBZGcnIK2tjZ9BnfH1rwfrepY8iT4KaMnD1G7Rtbq5KwNUKb74C74e95QGVDlmB+okz0Gd8Hf4/vkZ3nfaNZea8tkNGvekHEjpmPboR8drdth3CZjBbhMJmPn3rXs3XWU16/C1a6hJCCL6/9YWQD51ldrk170sR5O4+YNsOtplb0O39BH44cBxETG0st8ELYtemHTs2OOzhRUqJBFgdC0PKZT/NfiVP6tEre8b2sm8yf0lTVrVmPJsplMnCDf+paQ8IHJk+Zz6MhW3K6e5tWrCFI07Cs1GZ9oos+yZbMYP362RjKzE/wz2iZ9wzIE3gzCrm0/7t66z6xF2Z+Nq9G9Z9NoyLRlNGnekPEjZ2DXcQAdrdpi3KYZiYkfmG2/lB3713HB6TDhryO+Pm75j9XL3GyrciQzcz3UoAwuXTaLCRPkW4O1tWWULWtAQMBtWrW05uYfgaxYkf257T9SL2OiY2lQ2wzz1l2YP3cVO/euo5DeL4B8S7pJy85Yd+xH85aN6NnbNlsdvnG7Pzymzl7Wz/cnfoTc1EdHRwdrawvOnnP4CTqo5/vavRsZ1aJKlQpcvuzyAzJzft8mpnY0bdYBa5v+jBkzGGNj+TEZI0ZOZczowfxxw5lCer/wJW03RIYsdR1/Vt8gk8k4dGgL27cfICws+5f1P9JGA9y+HUSzJh0wbWPHNPsxKmcA//JLQY4c386sGUtVdieq6/Dzn0unTu2Ii31L4N0H2crV5PqqadTzpet553YQzZt0xMykC1OnjVaxg46ODp2s2nLxgpP6BbJXKFtZmlLy1xKs2LKABZOX/XCbISGRzs+c3LwDNBIEQQ/4BwhAPhHZGvXJzZeiKN5TyldREIQiQFFRFL3Two8opQ8A5giCMBOoIIpi+uuuN6Iopr/uOYp8IrUGUAdwFwThHjAPKCsIQiGgJXAmLXwXkP4KtBWQviZcWa4KgiCMFAThtiAIt1NSMhrBiIgolbddhob6REbFqOSNiIhWrDiUyWQULqzH+69slUpn+/bfefbsJVu27lOLiwiPUlnFmKXc8AzdZDIZRYoU5v37eMIj1PNGRcYQHhFFeHgUN2/dBeTbXBrUVz/n8eTJC2rbFyKyumZUbLZpNLWDk9NV2rSxxdS0C0+fvuDZs7Cvpk8nLuotvxpkvEUqpV+KtzHvvpIjg9ioOJ4+fEbU6yhSUlLxc/Wnet1q386YibdRbymlpENJ/ZK801CHlpYteXL3CZ///sznvz9z2+s2NRv8liP58dHvKG6QsVKhuH5xEmLVz3uq1coI6/Hd2DR8pWILNqBYoRj3JoYnNx5RoXYltbz/C7yPfqfYZg7ylZjxMep2qN3KiM7ju7M+kx3SSYiNJyL0DTWa5nzbn3p51LwsGFu2JFipLNz0uk3NBjU1yhsdGaOykqeMQWlio1VXuEVHxVImLY1MJqNQ4UIkxCeSkpLCivnr6WzWlzEDp1G4sB6vXrymZp3qALwOk0+kOV9yp0ETzc4AjY2Ko7TBr4rfpfVL8TZasxV3Ro1q03NIVy79cYpJC8bSqbsl4+eoH6r+TfmGGfJ/1S+l8Yq/uo1r03NoVy7fPM3khWPp1KODxvIjI2NUVo/oG5RWbKXMSJOxMkcmk6FXWI/4+AQiI2MI8L/F+/cJfPr0GQ93H4zqZZTBtZsW8+LFK/bsOPxVHXKjLIB8ixfAx49/c+W8C0YNa2tkk9jI2Exl4VfiNCwLysTFvOV5yEsaNq+X87xRcSqrDUqVKcm7aM3qZTpmNib4ufiTkpzy7cSk9YNKK7AMDcsQldWYQaksFFHqKw0My3D85C5GDp+m8tLT2ckDM5MutDXrlqO+Uj4+UdZHn8jIzPpk33cbGpbh1KndDB8+Ve0l7NfIjfIY/z6Bvz9+ws1RvorW+fJVahtl329GRcaorIbTNyhNTHRsFmnKqNx7fHwiUZEx3PC/Tfz7BD5/+oynuy910uqlu8s1bNr3obNlP54/C+Pli+zt8l+rl7nZVmWHvLyrjh/VZCqlyVwGDQzLcOLkLkYolcF37+L5+PFvLl92BeRbZuvVz/6lYGREtMqqNAPD0kSrlYVoDJXuu3DafX/5kkR82vbr+/ceEfbyNVWqysdL6ffx8a+PnD/jQMNGmvWV4RFRlC2XqZ2IjFZPU1a5nSiskW+RGWVfAaCsob56m5SNP5HZByqb5k/8CLnh36TToYMZd+8+IDb2631Nbvh2zZs1okEDI0JCruPpcZ5q1Srh5nY61+87/VnGxb3j4iVnmjSpD0BIyHM6WfWlWfOOnDp1iRcvwrK4v9zpG7ZtW8Xz5y/ZunV/tvaCtHqvpIOBoT5R0ertkXI9yOo5hIY85+PHv6lVqwYA2traHD2+ndOnLnMlrY3Ijtx4Li1bNsba2oKnoTc4dnQ7ZmatOHRQ/agCxfUjolWOpzM0LEN0Jh0ildLIZDIKF9FTO5YlNOQ5H//+pLADQHsLE4LuPSIuVvOxT8wPjt9+KVSQbUfXseX33dwPfKRxPgmJb/HTJjdFUUwCwoAhwHXkE5pmQBXgcabkyoeQpADayNfTZDltL4ricaAz8AlwFQQh/fCfzOnFtOs8EkWxftpfXVEULZDfa4JSeH1RFGtmyvute9wtimJjURQby2QZB9/evh1E1aoVqVixHDo6OvTs0RkHB9XDcx0c3BnQvzsAXbtace1a9kvw01m0aDpFCusxzX5RlvG3bt+jatVKCrm9etri4KB6ELCDgxsDBsi/0N2tmxVeaXIdHNzo1dNWflZXxXJUrVqJm7fuEhMTR3h4JNWryw9RNzc35vHjUACqVs2Y2LKxtiAkRPW8HLkdMvTp0cMmSzv0V9ihE9euXf+mHUqVkk9KFS1ahJEjB3DgwLfPJgF4cu8JZSsZol+uDNo62rS1NcPP7dvy5HlD0CuqR9Hi8hV6DVs1ICz0lUZ5lQkJCsWwogGly5VGW0cb084m3HDP+gD1zMRFxmHUrC5aMi1k2jLqNq+r8VbkdF4GPePXivqULPsrMh1tmtoYc9dddXVR+dqVGLRiFJuHr+LPdx8U4QUL/4K2rjYAhYrpUa3Rb0Q+/cqqsP8wL4KeUaaSPqXKye3Q3MaYQHfVMxMr1K7E0JWjWT9sJR/eJSrCi5cpgU7aG86ChX+hWuPfiHqe8+0TIUEhGFY0pIyiLJhyXcOyEBsZR71mRoqyYNS8Lq+faTaJ8OBuMBUrlaNseQN0dLSxsrPAw8VbJY2Hizdde1kD0MGmLTf85LbJXyC/4lzNVibNSElJ4VnoS2KiYqlaozLF087IaWXSnOehYRrpE3zvCeUrlcWgnD7aOtq0t22Lj9u320OA+eOXYtOkB7bNerFpyXaczrqydcUujfIqyy+nJN/Cti0+rn6ayR+3FOvG3enctCcbF2/H6YyLxvLvBT6gcpUKlK9giI6ODnbdOuHmrLqN2c3Zi5595Kt6rG0t8feRl49rHn7UrF2DAgXyI5PJaNGqCaFp7e/MuZPQK6zH/Fkrv6lDbpQFmUxGseLycqCtrY2ZhTFPH2d/lpoyj+49oXzlshiUlz8LS7u2XHPT7Fn8ql+KfPnl9VKviB71m9QlTMM6ocyToBAMKxlSJq2fMLc15bp79lv7s8Lc1gyPS5ptSQe4c+c+VapWpEKFsujo6NC9uw1Ojqofr3Jyukq//vJNLV26dFScwV2kiB7nzu1n0YLV3Lih+vGijL6yMCNG9ufQwVMa6ZPed1eokNF3Ozqq9t2Ojlfp10+uT9eunfD2vp6mT2HOnz/AggWrCQjQbOVqOrlRHgE83Xxo1qoxAC3bNFWEZ8W9wIdUqlKecuXl9dK2axb10sWLHmn10srWAn8f+UdpvD38qVm7OvnT6mXzVo15mlYvS6R9EbtIkcIMGtabE4fP/qt2+JF6mVtt1de4cydIrU6olUEnd6U6kakMnjvAwizqhJOTB23SVo6ambXiyVc+3HE38AGVqlSkfJoOdl2tcHFS/YiYi5MnvfrKP+JkY2eJX9p9lyhRTHF0UYWKZalcpSKvwt4gk8kU29a1tbWx6GDK48ff/ngIqI+pe/a0zdq3SB/ja+hbZEVmf6JnT1uuZPInrmTjT1xxcKNnFv7Ej5Ab/k06vXrZfXNLOuSOb7d7zxEqVW5MjRotMW/bladPX2JhkfExxty474IFC1CokHwVccGCBWjfzoRHj+Rn4qb3GYIgMGf2JHbvVl3fk1t9w8KF9hQpooe9/eKv2gvk/WXlKhltQ7fu1ur9paMHfdJ0sFPqL9OPNAMoV86AatUr8+q13I/ZtmMVISHP2bZFffFQZnLjucybt4pKlRtTrXpz+vUfi5eXP4MGT8xWh8A796miZIeu3a1xclL9GK6Tkwd9+3VV2MEnOztUq6SwA0D3HjacPaP5lnSAR/ceU6FyOQzTxm8d7NpxzS3zWras0dbRZuOB37lyxhn3K57fziChjij+9//yCO2ffD0f5Nu9hwIPgPXAHVEUxW8d9i+KYoIgCImCIBiLougHKA4FEQShMvBCFMXNaf8bAS+A8oIgtBBFMQDoA/gBIUCp9PC0berVRVF8JAjCS0EQeoiieEaQK2QkimIQ4A/0Rr76U/2zft8gJSWFyZPn43DlKDKZjIOHTvH4cSgLFkwj8M59HBzdOXDwJAf2byT4kS/v3ycwYKDiSFFCQq5TWE8PXV0dbGwssbLux59//snsWRN58uQpf9yQf81vx86DHDhwUkXupMnzcHQ8jkxLi4OHThEcHMrChfbcuROEg4M7+w+c5ODBzTwO9iM+PoF+/eXn/QQHh3Lm7BXuB3mRnJLCxElzFWd+TJ4yn8OHtqCrq8OLl68ZPlz+ZdDly2dTvXoVxNRUXr2OYNy4WVna4cqVI2nbDdLtMJU7dx7g6OjOwYOn2L9/I48e+fD+fQIDB2ZseQ8J8UdPyQ7W1v158uQp69Ytom5d+Zv/FSs28uxZ9o6Kqj6pbJi3hXXHf0dLSwvHU86Ehb5imP1gngSF4O8ewG/1arB832L0ihSiZfsWDJ02iIHmw0hNTWXbkl1sPLUWBAh98JQrxx1zWjRITUll2/wdrDi6DC2ZDLdTbrwKfc3AaQMIvR/KDfc/qF6vOgv2zEevSCGat2vGwKn9GdluNL6OftRrWY9d7jsQRbjtfZs/rmb/pc/s5B9bsJdph+ejJdPC97QnkU/fYDelN2EPnnHv6m16zh5IvoL5Gbt9GgDvIt6yecQqDKqWZdCKUaSKIlqCgOOOC0Q+y53JzekLV3Hr7n0SEj7Q1q4/Y4cNoJtNzo8ByI7UlFQOLdjLjMML0JJp4X3ag4inb+g2tTcv7z8n8Oot+swZSP6C+Zm4Xf7103eRb1k/fCUGVcvSd96gtO0l4LT7EuEhOZ9ESU1JZcv8baw6ugItmRYup9x4FfqKQdMGEno/lAD3G9SoV51FexZQqIgeLdo1Z9DUgQxvNxIfR1/qt6zHHvddIIrc8r7NDQ3LQkpKCotnr2b/6a3ItGScPXGJZyEvmDRzNA/uBePp6sOZY5dYu30pV29eJCE+kSkj5Vv3SpQsxv7TWxFTRaKjYrEfOx+A2Ji3bF2zm+OX95KUlExkeBQzJyzSWJ/Vczey+fhaZDItLp904kVoGKOmD+VxUAg+bv7Uqvcbq/cto3BRPYzbt2SU/VB6mQ3Ksc2zk79mzga2nFiXJt8xTf4wHgc9Uchfs385hYvq0bp9S0ZOH0ov04E/LHfO9GWcOLcXmUyLE0fPE/LkGTPmTODe3Ye4OXtx/MhZtu76nYBAFxLiExk1VF4nExM/sGvbQVw8zyCKIh7uPlx180bfoDRTpo8mNOQ57j7yw/T37z7O8SNZT6TkRlnQzafD/tNb0dbWRibT4rrPTU4duaCxTX6fs4HtJ9ajJZNx6YQDL0JeMmbGcILvPcHbzY9a9X9j/f6VFC6qR5v2rRg9fTjdTfpTqVpFpi4an77vi8M7TvDsyYscP5fUlFQ2z9/K6mMr0dLSwvmUK2GhrxhiP4iQoFCuuwdQo151lu5dRKEihWjRvjlDpg5kSNsRAJQuW5pSBqUICrivscyUlBSmTV3IxcuHkcm0OHL4DI8fP2Xe/CkEBj7AyfEqhw6eYu++DQQ98CI+PpHBAycAMGr0ICpXqcDM2ROYOVseZmszkLi4d6xes4C6deXvbFet3JyDvjKFKVMWcOXK4bS++zSPHz9l/vypBAbex9HxalrfvYGHD72Jj09gwAB53z169CCqVKnIrFkTmDVLro+NzQDi4r69AiQ3yiPAmiWbWbt9KXOXTeP9u3hmTczegU5JSWHejOUcP7cbLZkWp45dIPTJc+xnjyfo3iPcnb04eeQcm3euwu+OMwnxiYwdJu8jEhM/sHv7IZw8TiEi4unui4ebDwBLVs2mVm35ypgNa3bw4nn2L0f/i/XyZ7dVmsicNnUBly7Ly+Dhw6ezqBOn2btvPfcfXCM+PoFBijoxkMpVKjBr9kRmzZZPDnROK4Pz561i7771rF69gLdv3zNq1PSv6jDbfgmnz+9FSybjxNFzhDx5xsw5E7l39yGuzp4cO3KW7bvXcPOuG/HxiYwcOgWAFq2aMHPORJKTU0hNTcF+ykIS4hMpWLAApy/sRVtbB5lMC59rARw5eDpbHTLrM3nyfBwdjqEl0+LQwVMEPw5l4QJ77gTKx/gHDpzk4IFNBAf7Ef8+gf4DMs70DA0JoHBh+Zi6s40lVlZ9s/0qc7o/4ZTJn1i00J7bSv7EoYObeZLmT/RV8ifOnr3Cgyz8iaNHtmHSpgUlSxYn7MVtFi9Zy4GDJ7G17cCmDcsoVao4ly8dJijokcpX1XPLvylQID/t2rZh7NiZGtv/Z/p2X5tcz637Ll26FGfPyCfwZNoyTp68iJvbNQB697Jj9JjBAFy86MTBQ6fQlmmr6POz+wZdXR1mzZrAkyfPCAiQ+1U7dx7m4MEM/zazTaZPW8SFS4cU/eWTx0+ZO28ygYEPcHby4PChU+zeu5579z2Jj09kyCB5O9CiZWOmTB1NUnIyqampTJ28gPfv4mneojF9+nbl4cMn+AXIjydYsmgtbq7X/rXnklNSUlKwn7aY8xcPIpNpcfTIWZ48fsqceZO5m2aHI4dOs3vvOu4GeRIfn8DQwZMAaN6iMVOmjSIpKRkxNZVpUxYqPnhXoEB+zMxaMXni3Bzrs2LOOnac2IhMpsXFEw48D3nJ2BkjCL73mGtuftSuX5ON+1dRuKgeJu2NGTN9OF1N+mHZuS0Nm9enSLHCdO4l3wU6f9IyQh5p9uJHQuJrCD/zjANBENoCLsi3l38UBCEU2CmK4npBEMJIO4sTcBBFsU5aHnugkCiKiwRBSD8j82/AFfm5mXUEQZgN9AeSkJ+J2RcoDDghn1BtCTwFBoii+LcgCPWBzUAR5BO4G0VR3CMIQiVgB/Lt6DrASVEUl6SFH09Lew6YJ4pixtLMLMiXv1yeHw7xPY3jz0amJctT+U1K5Hyr+M+moJZmX4bNTQxkBfNaBXbfXvPtRLnMkEb2ea0C0akf81T+q88539b7symq80teq/CfOL8n/FPePws9nbxtGwrJ8uepfICi2nnfPt56/yyvVSBFzPsxQ9lCOf9Y08/m7+TPeSq/oHbe14k/k/7OaxX484v6B1X+bQrq5MtrFUj8nLdjBoDUPO4vv7785d/hez4a+rP5L/h1ypObeYVOHvuWn5LUv3L/b1NQN+/7iQqFfv12olzmfnTAf6F5+M/x6dCsvHdyvkGBQau++ewEQeiA/Ns3MmCvKIqrMsWXBw4BRdPSzBJF8auHw/7UFkwURQ/kk4bpv6sr/V8x7d+3yM/ETA9fq/T/HUD50KxFaeErAZU9d4IgFAZSRVEcnYUe94A2WYS/BDpkE678EaNVmdNISEhISEhISEhISEhISEhISEjkCf+BFyE/iiAIMmAb0B75x8JvCYJwWRTFYKVk84DToijuEAShFvKFjRW/dt28f00lISEhISEhISEhISEhISEhISEh8f86TYFnoii+EEXxC3ASsM2URkS+WxvkO7Ijv3XRvF97/p2IohiG0gpQCQkJCQkJCQkJCQkJCQkJCQkJif8shoDyl5LDgWaZ0iwC3ARBmAD8ArT71kX/Zyc3JSQkJCQkJCQkJCQkJCQkJCQk/r/gf2BbuiAII4GRSkG7RVHcrZwki2yZzxLtAxwURXGdIAgtgCOCINQRxewPkZcmNyUkJCQkJCQkJCQkJCQkJCQkJCR+iLSJzN1fSRIOlFP6XRb1befDSPtejiiKAYIg5AdKArHZXVQ6c1NCQkJCQkJCQkJCQkJCQkJCQkIit7kFVBMEoZIgCLpAb+BypjSvgbYAgiDUBPIDcV+7qLRyU0JCQkJCQkJCQkJCQkJCQkJC4r9M9ruy/2cQRTFZEITxgCsgA/aLovhIEIQkO9M4AAAgAElEQVQlwG1RFC8D04A9giBMQb5lfbAoipm3rqsgTW5KSEhISEhISEhISEhISEhISEhI5DqiKDoBTpnCFij9Hwy0ysk1pcnN7yS0Vo28VoGWL6PyWgVS8vjNwcWGyXkqH0DQynsdml//6grtf4UhjezzWgUO3Fmb1yoQ0W5UnsrvHauXp/IBuuqUzWsV2JAYmNcqMFevUV6rwFNZUp7K9/0cnqfyAXxjg/NaBeqXqJzXKlBGp3Beq8Bfqf/ktQro5s/boa+2kPcnQr0U3ua1CvyTnLdtE4CRXoW8VoGHvM5rFfiU/CVP5f+dlPftwjcWA/0rFNDJl9cqIPsPtE8fkz7nqfwBBi3yVD7Aq+QPea0CBrJCea2ChESOkSY3JSQkJCQkJCQkJCQkJCQkJCQk/sOIqXn/Mua/St6/npGQkJCQkJCQkJCQkJCQkJCQkJCQ+A6kyU0JCQkJCQkJCQkJCQkJCQkJCQmJ/0mkyU0JCQkJCQkJCQkJCQkJCQkJCQmJ/0mkMzclJCQkJCQkJCQkJCQkJCQkJCT+y6Tm7Qed/8tIKzclJCQkJCQkJCQkJCQkJCQkJCQk/ieRJjdzgfwtm2Bw/gAGlw5ReHBvtfhfbCwo63EW/RM70T+xk0J2HQHI17ieIkz/xE7KBzhRwLSlxnJN2xrjc9MBvzvOjJs8XC1eV1eHHfvW4nfHmSvuJyhbzkARV7N2dS67HsPz+iWu+l8gXz5dAGy7deKq/wXc/c5z9MwuihUv+lUdzNoa43fLiYBAF8Zno8Ou/esJCHTB6epJypVX1cHB7QTeAVfw8r+k0GHWvEnceejJ8/DbGtsiHZ2GTSm64whFdx0jf/e+WabRNTajyLZDFNl2kEL28wHQKlWaIht2U2TTXopsO0i+Dp1zLFuhQ4OmFNl+hCI7j5G/WzY6tDKjyNZDFN5ykF+mZuhQeN1uCm/YS+EtP6aDMq3NW+AScA73mxcYOXGQWnzjFg244HGU4KgbWNq0/SkyjUwasMZzC+u8t2EzpotafMfhNvx+dRMrXNYz+/giShiWAqCEYSmWOqxhudM6VrlvxLyfxU/RJyvmrVhPG6ve2PUfnWsyCrRsjOHF/RhePkiRIb3U4gt1tqCc5xkMTu3E4NROCnXpqIiTlSlF6R2rMDi/D4Nze9E2KP1dOjQ3bcop38Oc8T/GgPHq5bF+MyMOue7G77UHZlYmKnH+bzw47L6Xw+57WXNw+XfJB6hkYsRwzzWM8F5HszE26jr0M2eI60oGOS2n79n5lKgmbycKly3JlJD9DHJaziCn5VgsH6KxTLO2xvjecuT6V9qmnfvXcT3QBcerJymbqW264nacawGX8fS/qGibdHR0WLNxEX63nfC96YBV5/Ya61Pe1Ij+19YwwHcdjcaq26BOf3P6uK+kt8tyup2bT7E0G1S3a0lvl+WKv/GvDlOyVnmN5SpT06Qecz02MP/aJtqNsVWLNxtmxRz3dcx0Xs24Y/MoZlhSEdd5Vj9mu61lztX1dFs4+LvkA7Q0a8YFvxNcCjjFkPH91eIbNq/Hcbf93Ar3pp21qSJcv2xpjrnu4+TVg5z1Pkr3gXY5kmtpYcqjhz48CfZjxvRxavG6urocP7aDJ8F+XPe7QoUKZRVxM2eM50mwH48e+mDRXl5H8uXLR4C/A3duuxN0z5OFC6blSJ8WZk0553uMC9dPMGh8P7X4Bs3rcdRtHzfeeNHWylQRXqZsaY647uWY+35OXTtMt4Hqz/F7aGjSiJ1eu9jts4fuY3uoxdsNt2O7xw62uG5l+YnllEprs3+EpqZNOOx9gGN+h+g7Tn3sZNSsLrudd+AR5oqJVWtFeP2W9djrulPx5/bMCWNLzcdOyjQ2bcS+a3s54LufXmN7qsXXbVaHbU5bcX7pSOtOxipxw+cMY/fVXez13M3YxWO+Sz5AI5NG7PbazV6fvfTIwvZ1mtZhs+Nmrry4QqtOrVTihswewnb37Wx3304bmzbfrYOxWXOcrp/B5Y9zDJ8wUC2+cfMGnLt6mAeR17GwNleJ231yE3889WDH0fXfLR+gbbs23Ax0406QB5OnjlKL19XVZd+hTdwJ8sDd6yzlyhuqxJctq8+b6CDGTxz2XfKbmDbmoPc+DvsdoPc49f66brO67HTehluYM20ylcddrjsUf87PHGiVg/Jo1tYY/9vO3LjryoQpI9TidXV12H1gPTfuuuLscUpx3+XKGxIWfQ8P3wt4+F5g9YZFijxdullx7fplvPwvceLcHop/Yyzfrn0b7ty9yr37nkyZpj4m0tXV5cChzdy774nntfOUT9OhUSMj/AIc8AtwwP+GI9Y2GWO2B8E+BNx0xi/AgWu+l7KU+7PbZYA9u9cRGR7EvbseKtdavGg6gXfcuX3LDWfH4+jrl8bCwpSHD7wJDvZjun3W8o8d3U5wsB9+vqryZ0wfR3CwHw8feNNeSf748cO4G3iVe3c9mDAhoywuWmjPndvu3LrpiqPjMfT11cd0ufEcALS0tPC9foXTZ/eqXTMz31sPGzYywuf6ZXyuX8Y34ApWNhnjo1FjB3H9phPXbzkzeuzgLOX+m8+inlEtfH0uc+umKwHXHalUr+pXbVLHpD4rPDax8toWOo1RH3tYDLNmmfsGFjuvw/7YQkoojZ32Pj/FIqc1LHJaw4Q9M78q52vkVfukIsOkAas9t7DWexvWWfh2HYbbsOrqJpa7rGeWkm+XTv5CBdj0xx4GLlEfk0tIfC/StnQlBEGoCLQURfH4d19ES4viMycQO3YmyTFx6B/dxifv6yS9fK2S7KPbNeJ/36oS9s/tIKL6yDsvrcJ6GFw6xOcbdzQUq8XyNXPp02UEUZExOHmews3Zi6chzxVp+gzoRmLiB4wbdaRz147MXTSVMcPskclkbN61ikmjZxP8MIRixYqQlJSMTCZjycpZmDbvTPz7BOYunsaQEX1Z//v2bHVYuXY+Pe2GERUZg4vXadycvQhV0qHvgO4kJCTSomEHbLt2Yt4ie0YNnYpMJmPb7tWMHzUzTYeiJCUlA+Dmco39e44TcMdZI1soKcQvoyfzYf40Ut/FUWT9LpL+8CflzauMJPqGFOjejw8zxiF+/AuhiHzAlxr/jsTp4yA5CfIXoOjWA3y56Y/4/l2OdSg4ajJ/LpTrUHjtLr7c9Cc1kw75u/fjw0x1HT7MzNChyObv1EFFHS0WrprJkB7jiI6M4ZzbYTxcfHge+lKRJio8mlkTFjFs7IDvlqOMoKXFoKUjWNVvMe+j37Hk8mruXL1F5NNwRZqwRy+Zbz2dL5+/0La/JX1mD2Tr+HUkxMazuOtskr8kk69gfla5bSTQ/RYJsfE/RTdl7Dq1p2+3zsxZuvanXxuQtw2zJxAzeibJMW8xOLaVv70DSHqRuW3w5v2qrWrZSy2bScLe43y+EYhQID+I4neooIX9iklM7G1PbFQcB5x24uvqT9jTjPIYExHL0smr6DtafbD0z+cvDGz/Y4MQQUug3dJBnO63ij+j3zPw8hKeXb3Du6eRijTBlwK4d8wTgKrtGmI2rz9nB60GIOFVDIc6zc2RTC0tLVasnUcvu+FERcbg7HVKrW3qM6AbiQkfaNmwA7ZdOzJv0TRGD52GTCZj6+7fmTBqlkr7CDDJfhRv495j3LgTgiBQrFgRjW1gumwQF/uu4q+o9/RyWMIL9zvEK9kg5GIAD4/KbVCpfUNaL+jP5QGrCb14ndCL1wEo8VtZrPZO5W3w6yzlfEuHHkuGsq3/chKi32F/eSUP3W8T/SxCkSY8OIw1NrNJ+vwF4/7tsZ3dj4PjN1GpYXUqN67Bqg7TAZh8dglVm9fi2Y3gHOmgpaXFrJXTGNNzMjFRsRxz2Yu3mx8vQsMUaaIiYlg4aTkDx/ZRyRsX847BNqNJ+pJEgYIFOOt9BG9XP+Ji3mokd/Om5XTo1Ifw8ChuBDhxxcGNx4+fKtIMHdKH+PhEfqtlTM+enVm5Yi59+42hZs1q9Oxpi1F9cwwMSuPqfJKatVvzzz//0M6iJx8//o22tjY+1y7g4uLFHzcDNdJn5oqpjOs1hZioOA4778HHzZ+XSnaIDo9h0aQVDBijOun3NuYdQ23GKOxw6tohvF39eBvzY/3EmGVjmNdvHu+i3rLhygb+cL/Bm6dvFGmeP3rBFKvJ/PP5Hzr278SQOUNZPe73H5I5adkE7PvOJC4qjp2O2/B3u86rpxllOzYillVTV9NrlOqk473rQQy3lI+d9IrqcczvELe8NRs7ZdZh/LJxzOo7h7dRb9nisJkA9xu8VtEhjrVT19F9VDeVvLUa1aR241qMtpBPaq4/vw6j5kbcv3E/xzqMXTaWuf3m8jbqLRuvbORGJtvHRsayftp6umXSoYl5E6rWqcr4DuPR0dVh9ZnV3PK6xae/PuVYh/m/z2BYj/HERMZy2u0QXq6+KuOEyIhoZk9cwtCx6i8k9m87Sv4C+eg1sGuO5GbWYc36RXTpPIjIiGg8fc7j7ORByJNnijQDBvUgMSGRRvXa0rW7FYuWzmDYoEmK+OW/z+Wqu893y5+4bDwz+s4iLuot2x23EOAWoFYeV09dS49R3VXy3rsexChLeTnQK6rHYb8D3NawPGppabFq3QJ62g0lMiIGV68zuDp5qo6jB3YnIeEDzRtYYtetE/MXT2PkkKkAvHr5mratVScZZDIZy36fQ+umVrx/n8D8JfYMHdmftVmMM9J1WLd+MbY2A4mIiOaa70WcHK+q2H7goJ4kJHygvpE53bpbs3jpTIYMmkhwcCgmxrakpKRQukwprt9wxNnJg5SUFACsOvbl/busx2+50S6npqZy+PBptm8/wIEDm1TkrV23g4WL1gAwftxQ5s2bgrm5MZ069SU8PIqA6444OLjx+EmG/CFDehOfkEitWsb07NGZFcvn0K//WGr+JpdfP02+s/MJatduQ83fqjFsaB9atrLmy5ckHByO4uzsybNnL1m3fieLFsvHm+PGDWXu3MnYT174rzyHMeOGEBryHD29Qlk+C2UdvrcePg4Oxax1F7kOpUvhe8MBFydPqteozKDBvWhr0pUvX5I4e3E/bq5evHj+SkXupk3L/rVnsWLlXJYt34CrqxcdOpizevZMVvdeSFYIWlr0XzKcdf2X8D76PQsur+Ke+20in2X4NK+DX7LEZiZfPn/BtL8FPWYPYOf4DQB8+fyFRZ2mf9Xu3yKv2idl0n2735V8u8BMvt2rRy9ZoOTb9Z49kG3j1yniu0/rw5M/HuVYtgQgStvSs0NaualKRSDrpXUaolunBsnhkSRHREFyMh9dr1HAtNW3M2aiYLs2fPa/hfj5H43SN2hUl7AXb3j9KpykpCQunXfCspOZShqLjuacOSF/W+p4yQ1jk+YAmJi35PGjUIIfhgAQH59IamoqgiAgCAIFfykAgJ7eL8REx31FByNevnit0OHiOScsO6m+0bfsZM7pNB0cLrkqdDA1b0XwwxAlHRJITTtPIvB2ELEx2cvNDu1qNUmJiiA1Rv4s/vHxRKeZ6kqL/JY2fHa6gPjxLwDExAR5RHKyfFIREHR0QOv7qop2tZqkRmfo8MXXE92mqjrks7Dhn1zUQRmjhrV5FfaGN68iSEpKxvGiG+06qq7Oi3gTRUjwM1J/UsNZpX5VYsKiiHsTQ0pSMjeu+NGofVOVNI8DHvLl8xcAnt0Npbh+CQBSkpJJ/iKfSNLR1UbQEn6KTlnRuH5dihTWy7Xr56tTg+Q3kSRHRCvahoIarszWqVweZDI+35BPlIifPmvcNihTq8FvhIdFEPk6iuSkZNwvedLGUrV9igqP5tnjF4ipOZ881QT9+lVICIsh8U0cqUkpPP4/9s47LIqr7cP3bEFFEaUILKCo2BsW7GJHjWKPxpIYTaKxpdgSe4zGaDT6JrFrYou9K0XFhqKioIIFBRsqsHSwK7C73x+7LrsU3cUYfL937uvi0t05M89vnjPz7HnOnHPmQAjuHRsalck0SMbllsWAt9OijY85sWnfroA8sanzB+3YvmUvAL77DtNKHx9bcP1q3vgI8NGgXvy+eDUAGo2GtLQMk/Q46Hzw6L7WB9H7Q6jkbeyDLAMfyCyL5duZXbVHc6L3nzXJZm4qeLiTfC+R1AdJqLJUXDxwhjrenkZlbp69Rpbuvoy5dJMyjtr7UoMGeTE5MrkMmYUcqUzK4+SHZmuoXb8GD+7GEnc/nuysbA7tPUqbTq2MyigfJHDz+m3Uua7H7KxssjK18dGimBxBMD02NPasz+3bMdy9e5+srCy2b99Hd59ORmW6+3izceMOAHbt8qNd25a67zuxffs+MjMziYl5wO3bMTT2rA/A06fPAJDLZcjkcjQmPoCoVb8GD2LiiNPdl4f3HaV1J+PfCe19+WY/SP6B34mqHlVRxsSTeD+B7KxsTh44SVPvpkZlrpy9zEtdDIq6dAM7J7v8DmUy1T2qERcTj1Lng2P7TtDC2zg2JcQmcuf6XTSvWWuqdVcvzh0P1Wszh2oe1YiPUZKgO++g/UE0925mVCYxNpG7N+7mqVuNBiyKWSCzkCG3kCOTS0lPMf8hXFWPqsTHxOs1nDxwkma5NCTFJhFzI0Yfh15Rvkp5roRcQa1S8/L5S+5E3qFRm0Zma6jboBb378YSey+erKxs/Pccpl1n41Gg8Q+UREfeyqMBIORUKE+fPDPbriENG9Xjzp173It5QFZWFrt3+vFB1w5GZbp07cCWTXsA2LfnIK3b5Pjpg24duHf3ATcMOsbMIed61NbD8X1BNPc2/r1O1F+PBd/nXl1bcf54mMnXYwNdO/pejK4dvdufzl2NZ9B0/qA92zdrf6sO7D1Ey9bN8juUHkEQQBCwLGkJgJVVKRITkgos30jn+xid73ft9KVrN+NZCV27dWDLpl0A7N0TQBtdW+b58xf6DrTixYqZ9Qz2XcXlU8HnSEvP+9v8+PET/f9LlrTE3s4mj32fXCMefQzt7/ajrc6+j493Hvuenh5Ur+7OuXOX9H45dTKEHj0657VvWSJPTHlX9aBQONKpc1vWr9uWf0UY8Db3oaGGYsWL6c+vajV3Qs+H67efDj6fZ2Spp6fHv1oXGo2G0rqOXuvSVmQkphXok0oe7iTdSyD5QRKqrGzOHTiNR662042z1/Q5zZ1LNymrazv9UxRVfDLkbXI7ALfalbC2K8PVkxFm2xYReR3/E52bgiB8IgjCZUEQIgRB2CgIwjpBEH4XBOGMIAh3BEF49VhjHtBKEIRwQRC+LYwtmb0d2QaNBlVSMtJyeYOaZbtWOG1bhd0vM5A65J3OVbJTG54eOmayXUcnB+LjlPrPyvhEHHNNcXBUlCM+LkGrS6Xi0aPHlLUpQ6XKbqDRsGnnKg6e2MHIr4YBkJ2dzeTxszkavJeL109QpVpltmzcVaAGJ6ec47/SkHuahZOBTpVKxeNHj7GxKUMldzc0wJZdqzkctIvRhZxGZIjE1g51Sk5dqFOTkdoaJ2BSZxekCldKz19C6QXLkDfICcwSO3usf/+Lsmt38Hzn5kKNmBRs7VDl0iDJrUHhgkThitW8JZT+ZRny+sYaSv/2F2X+3MGL3YXTYIiDUzkS4hL1nxPik3BwKvdWx3wTZR1tSVPm6E5TplLW0abA8q37tyfiRM5oJxsnW+YeXMRvIavxXbHnnYza/DeQlrMj2+DhQHZiCtJyeTsELNu3RLF9JfYLputjg7yCC+rHT7D/dSZOW5dT9tsvCtXZbe9oT1J8joYkZTL2TqZPJ7UoZsHagJWsObAMr84t37xDPpRyLMtjZU7D8bEyDSvHsnnK1f+kA1+c/JXWkz/i6MwN+u+tXe0Z4j+HAdum4uJZzSSbjk4OxBnFpgQcc1332hhqHB9tbMpQ2b0CGjRs2bWKw0E7GaWLj6WttR3h300dy+Ggnaxatxg7e9MasCUdy/IkPscHT5RplMrHB3WGdOCT4F9pMeUjgmZsyLO9ik8TovcVrnOzjIMNGfE592WGMhVrh7waXtG0X1siT4QDEHPxJtFnrzE7dCVzzq/k+skIEm/HFbhvQZRzsicxPic+JiqTzLoeHRTl2HZsPQEX9rBu6SaTRm0CKJwdeRCbM0o2Nk6JQuFYYBmVSsXDh4+wtS2LQpHPvs7afSUSCWGhh1HGXebo0ZOcD71kkp5yjvYkxuX4IUmZTDlH0zsLHRTl2HJ0HX4XdrF+yaa3GrUJYOtoS3J8ji9TlCnYOhR8bXv39+bCcfOXjTHE3smOZGWOD5ITkrF3Mj8hbNe9Dcf2mt52MsTO0ZZkg/iYrEzB1sSk9PrF64SfjWBr2Ga2XthMWNAFHtx68OYdc2HraEuKGb435E7kHRq1bUSx4sUoXbY0dZvXLVSnczlHe6N2QqIyCQcz7st/AieFA3GxOW3a+LgEnHItxaIwKKNSqXj08Ak2tmWxtCzB19+OYP7PfxTavp2THclKg2shIRm7QlyPbbu34fje4yaXd1QYt+Xj4xLytOWdnMoRl087GqB8BReOnNrNHr+NNGmmfWCWnZ3Nd+NmceLMfi5HnaRqtcps2rCzQA1OCkdijXyvRJFbg8JBX0b/e2mr/f1o1Kge50IPcvZ8AN98NU3fwaXRaNi7fz1Bwfv4dGjeZSfeVVx+HbN//I67t0MZMKAXfv5HiX2Qc95xcQkonJ2Myjsb+EalUvHwkc6+s5ORz+JiE3BWOHEtMopWrZpgY1OGEiWK07lzO1xccpa8+XHWJG7fOs+AAb2YNct41tC7qod5v0xnxtR5+T6YyM3b3Ieg7Rw9ExrA6XN+jPt6OiqViuuR0TRv4UlZnU86erfB2SW3n53+1bqYMOEHfv55GrdvnWfevOns+mVTgT4p42BDmkGMTlemUtah4JymVb92XDmR0xaQF7Ngxv75TN0zl/q5OkVNpajikyGFye0u63I7QRAYOO1TtsxdXyjbIiKv4/9956YgCLWAqUA7jUZTD3g1Z8UJaAl0Q9upCfA9cEqj0XhoNJrFhTSY97tcD02enwwhrttglP2H8+LcRex+nGS0XWpng9y9Is/Pmp4s5Gs211NAgXwLIZVJ8WzagDHDJ9Gzy8d06dqell5NkMlkfDKsP51a96VBjTZcvxad7/o/ORryHl+T6+TzLaMBmVRKk6YNGP3FRHp0HkSXbh1o6dU0T1mzKMCWEVIpUoULj6Z8zZOFP1Jy7ESEktqnd+qUZB5+NYz04QMp3r4zQpmCE//XiMj7VQEaHk/VaRhjrOHR18PI+HIgxdp2RrAujAYDNSZcJ/80+Y6nKsBki15eVKrjjt/Kvfrv0pSpTOk8jvFeo2jVpy2l7Uyb+vvekb/zjT4+CzpL7AcfE99vBC/OXcJutm7qilRK8fp1SF+0EuWg0cicnSjV3fz1R/Md3GZG/ff07MfQLiOYMXo2384ag3MFxZt3yq0hnysiPwmXNhxhtdd4guZtpdlY7ZpGT5MyWNHsG9Z/MI1jszfR7fdRWJQq8Wab+cYmE8poNEilMho3bcDoLybRo/NgfWySSaU4uzgReu4S3q37ciE0nJlzTJtqVFAczM2V9UfY0HI8Z37eiudXxus6OXhUJut5JmlRsXl3NE2ESRoAGvVsSfm6lTm2aj8AdhUccHR3ZkbTkUxv+iVVm9emcuMa/4gGc67HxPgk+rcbQo9m/fHp1wUbO9PiY0F1/eYyr99XrVbTyNObChUb4dmoPrVqmdb5XsBPs8kkxicxoP2n9Gz2Ed36dTbZDwXrMf3aaNOrLe51q7BrZcEPPk00arLNgrApZ0Ol6hU5H1TIjlYTrouCULg5Ud69PAMbD2aA5yA8mntQp0ntQkgovIZLpy4ReiyUhXsW8t2S77hx4QZqlfkzMEyNT+8Sk/xQQJnvp37N8qVr9SOp/ynMbSvZlLOhYnU3Qs24Hk36jS6gfhITkmhQqx0dWvVm5tR5LF+zkFJWJZHJZHz62Ue09+pF3WpeRF6L5utxw83SYGo+ARAWFkETz8608erJ+Akj9WtUe7f/EK8W3enTaxhfjPiY5i2MO3beVVx+HdNnzKdiZU+2bNlD505t82w3zb6mQJ/duHGLBQuXEeC/Bd8Df3P5SiTZ2dn6MjNm/kJl98Zs2bKHUSON1xB/F/XQuXM7UpJTCQ+/mne/fHib+xDgQlgEzT270L51b74d/yXFilkQHXWb3xavYs/+9ezc+xfXrl4nO1v1pkO+07oYPvwTJk6cRWX3xkyc+AND54/Ke5A32M2Ppj1b4Va3MgdX5awxO7H5l/zY/TtWffUfBswYin35wq2fb6qGgihMfDLEnHSieS8vKhrkdu0/6UzE8YtGnaMiZqLWvP9/RcT/+85NoB2wU6PRpABoNJpXw2X2ajQatUajiQRMiiyCIAwXBCFMEISwzSn5j1LJTkpG5pgzIkhazh5VsvHNq374CLK008ie7PHHonpVo+2WHVvz7PhpyBXsX4cyPtHoqZaTwiHPtBNtGe2TTKlUSunSVqSnP0QZn0jI6TDS0zJ48fwFxwJPUbteTWrVqQ7AvRjt6IMDew/SsIlHgRriDY7/SkOCMilXmZynb1KpFKvSVqSnZxAfn8jZ06GkpWXw/PkLjgaepG69miaff36oU5KR2OXUhcTWHnVaSp4ymeeCQaVCnZiAOu4BEoWLURlNWirZ92OQ16xrtgZNajLSN2lINdCQlIAq7gESp7waVA9ikNUyX4MhCfFJODrnXO6OinIkvWapgX+CtIRUo6kINk62pOcz5aNWi7p0H9OXRZ//rJ+KbkhGUjpx0Q+o1vjtrouiQpWYjMwxZ/SLzMEun9jwWB8bHu/2p1iNqrp9U8iMuqWd0q5S8+z4GSxqVDFbQ5IymXKKHA3lnOxJTjBttBugHxEWf1/JxTPhVK1tvobHCWlYOeU83bVysuFJYsGjca/vD6GKbsq2KjObFxnaqVyJV2PIuJeETcU3jzh0ERUAACAASURBVM5QxifgbBSbHElU5o6PCQXExwSj2HQs8CR16tUkLS2DZ0+f4X/gCKCdHlinrmnX5hNlGqUUOT4o5WTD09f4IHpfCJU6GU9br9KjKTcLOWoTICMhlTKKnPuyjJMtj/IZFV21RR28x/Rm1ee/6O/Lup0aE3PpJpnPXpL57CXXT4TjVr8Q12N8Eg6KnPjo4FTOrOvxFcmJKdyOukuDpvVMKh8Xq8TVYPSMi7MTSmVigWWkUinW1qVJS0snLi6ffeON93348BFBJ8/QybuNSXqSlMk4OOf4oZyTvcmjUA1JSUzldlQM9ZuY5oeCSFWmYK/IGfFn52RHWlLeJKReSw/6j+nP7M9+zDdmm0OyMhl7g9HU9o72pCSYl/i09WnNqYOnUZnRdjIkRZmCvUF8tHeyI+010xMNadGpBTcu3eDFsxe8ePaC0OOhVK9fvVAa7PL43jQNANuWbGNsl7FMHTQVQRCIu2v+iOpEpXE7wcHp3bcTchMfl2A0mkvh7Ji3PWlQRiqVUtq6FOlpGTTyrMes2ZOIuHaCkaM+ZdyEkXwxwrw1xFOUKUajyO0d7UlNML0eANr4eBF88IxZ16Myzrgtr3B2JCGftrxzPu3ozMws0nXTry+HXyPm7gMqu1ekdl1dW/6uti2/f08AjZrUL1BDfFwCLka+d0KZkLct72Lo+9JWeZZliY66zdOnz6hZU/uQ59V5pCSn4rv/MA0bGcepdx2XX8eWrXuoX782Lq455+3s7IgyPsGoXGyc0ui8rUuXJi0tg7hYpZHPnF0ciVdq9123bitNmnahfYe+pKdlcOvWXXKzddteehm8QBLeTT00adaQLl3bcyXyJGvX/45X62as/rPgF3+9zX2YW8OzZ8+pUVPbpv17ww7atOxB104DSU97yJ3bMUblY+OU/2pdfDy4L3v2+gOwc5fva18olJ6Qio1BjC7rZJvvjLKaLerQbUwffv98ntHv46uyyQ+SuBFyjfK1KhZoqyCKKj4Zkl9ul990/le53WKD3K5Kg2p0GNKFRcErGDB1CC17t6Hfd3nXbxYRKQz/C52bAvmPE3uZq8wb0Wg0qzQaTSONRtNooJ1zvmUyr0Uhc3VGpnAEmYySndrwPOiMURmpXU5SW6J1M7JijF8GUbJzO54eNG9aVfjFq1SsXB7X8s7I5XJ69P6AwwHGQ80PHzzOhwO0b1Lt2sOb0yfPARB09DQ1alWleIniSKVSmrZoxM2o2yQoE6lSrbJ+eoFXm+bcirrzGg1XqFS5AuUraDX07JOPhoDj9NNp6NajE6dPhgBw4mgwNWpVo4ROQ7MWnkYLqBeG7Js3tFO+HbR1UcyrHVnnTxuVyQwJRlZH28gTSlsjUbiiTohHYmsPFtqnzULJUshr1EYVZ/4Us+ybN5A4uSApp9Vg0SqvhqyQYOSvNFhZI3F2RZ0Yj5BLg6x6bdSF0GDIlUuRuFV0xaW8ArlcRtee3hw9WLgF903lTsQtHCs6Ye9aDqlcRlOfllwMDDUqU6FWRYb9/CWLPvuZR6k5a/fZONoi1z31tyxdkiqNqqMsxPTX94GX16KQlTeODc+CjDunDGODZetm+heRvbwWhcSqFBLdC2uKN/Yg6849zOV6eBSuFV1wcnVEJpfRsUc7Th0+8+YdASvrUsgt5ABY21hT17O20QtPTEUZcYeyFR2xdrVHIpdSw6cptwKNX7pS1i0nsa7czoP0GG3DtISNlX7dVWtXe8pWdCDjfsFrh71CGx8r4KqLTT36dOFQrth0KOA4/QZoR0d26+FNsC4+njh6mpoGsalpC0+io7SL6R8+eILmrbTLSLRs3dTkmJUYcYcybo6U1vmgavem3M3lA2sDH7i19yAjxqBhLwhU6dqk0OttAtyPuI29myM2LvZI5VIa+DTnSqDxE3yXWm58NPdzVn/+C09SH+m/T49Pwb1JTSRSCRKZlMpNapB4y/wRpNfCb1C+kguK8k7I5DI69WzPicPBJu1bzsmeYsW1scHK2goPzzrE3DLtxUqhYeG4u1fEzc0VuVxOv349OOB72KjMAd/DfPyx9k3Vffp05fiJ0/rv+/XrgYWFBW5urri7V+R86CXs7Gywti4NQPHixWnfrhVRJl4PkeE3cK3ogsJV6wfvHu05eagwfihFPc86xNw2/wVThkRHRKOo6IyDqwMyuQwvHy/OBZ4zKlOpViXG/DyG2Z/9yMNU89dbzU1URBQuFZ1x1MWmdj3acCbQtNj0ivY92nF0X+GmpL/S4OymwFF33q27t+ZsYIhJ+ybFJ1GnSR0kUglSmZS6TesUalq61vcKI9+HmKhBIpFgVUa7XIZbdTfcarhx8eSbX2iVmyuXIqlQyRVnXTvhg17eHD90yuzjvA0XL1ymcuUKlK/gglwup3ffrgT4G7/t+qD/UQYM0r48p0evzpwM0vrpA+8B1KvVhnq12rB82ToWLVzO6pUbzbJ/IyIKZ4PrsW2P1pwJNC/etu3RluP7zJvyeSl3O7r3BxzyN76mD/kfo99A7W+VT89OBOva0ba2ZfVr7lZwc6FS5Qrci3mAMj6JqtUqY6try7du25ybr2nLX7hwmUqV3aig832fvt3w9ztiVMbf7ygDBmlfaNWzVxeCdG2ZChVckEqlALi6KqhStRL37sdiaVmCUqVKAmBpWYJ27VtyPTLa6JjvIi6/Dnf3nE4ln27eRERE5rHv6xtotI+vb2CO/d5dOaGz7+sbmMd+aKh2GRd73XI1rq4KevbswrZt+/LY79bNO8/vxbuoh1kzF1Cjagvq1PRi6JCvOBl0li8+G1egj97mPiyfS4N7lYrcv69tv9vZa9u6Li5OdOvhzc4dB4yOGRYW8a/WhVKZiJeXdq3Qtm1bkBijpCDuRtzCwc0JOxdtTtPEpwXhuXKa8rUq8sncEfz++TweG7SdLEuXRGahfZdzqbJWVGlYHeVN89tORRWfDDE1txv685cszpXbLf/6P3zbfATjWn7Jlp/WE7z7BNvn/11oLSIihvwvvC39KLBHEITFGo0mVRCEgheEgMfA271RRKUmbf4flFs6DyQSnuw/SNade1h/OYTMyGienzyL1Ue9KNG6mXak3sPHpMz8Rb+71MkBqYM9Ly+Y94ZNlUrFtEk/sXnXKiRSCds27SH6xm0mTB5DRPg1AgOOs3XjLn5fMY/gCwFkpD9k1GcTAO0ok1XL1uN/dBsaNBwLPMXRw9oOr8W/LGO333qysrOJe6Dk21FTXqthysQ5bNm1BqlUwpa/dxN14xaTpowl/NJVDgccZ/PGnSxZOZ+zFw+Skf6QEcPG6zWsXLqOg8d2oNFoOBp4kiOHgwCYPmsCvfp2pYRlCS5e0x5j4bylb3aKWsXTFf+h9KyFIJHw8og/qvsxlBg0jOybN8g6f4asi+eR1/fEeul6UKt5tnY5msePkHk0wmrYKLT94gLP92xDda/gxuDrNDxb9R+sftBpOOqP6kEMJQYOI/uWTsMlnYYl69Go1Dxfp9NQrxGWw0a9mnPDi72F1GCASqXix8kL+HP7H0glUnZu2c+tqDt89d0IroZf59ihk9TxqMnS9QsobV2att6t+GrScLq2yvvmbNNdoGb9jDVM2jADiVRC0PajxN18QJ9xH3H38m0uHgllwJRPKG5ZnK+Waa/J1PgUFn3+Mwp3FwZOG/LKBfiv2kds1Nsl7gUxceY8Qi9dJiPjEe17DmbUZx/TJ9di9m+FSk3avCU4LP9ZGxv2HSLr9j3KjBzCy8hongedxWpATyzbNINsFapHj0mZoX2TJ2o1aYtX4bjyFxAEMq/f5PEuf/MlqFQsnPobv21egEQqwXdrAHejY/hi4lBuRERx6vAZatSrxvw/52BVphQtOzbjiwmfMrDtUNyqVOC7+ePRqNUIEgkblm42esu6qWhUao7MWM+HGyYhSCVc2R5E6s04Wo7rQ8Llu9w6cpH6Q7xxa1kLVZaKl4+e4jduJQCuTarTclwf1NkqNGoNh6es5cXDpyad95SJP7Fl12qkUglb/95D9I1bTJwyhohL1zgccJwtG3fxx8r5nLl4kIz0DL4clhMfVy5dT8Cx7frY9Co+/vTDIv5YOY8ff/6e1JR0vh1t2lvcNSo1QdPX0/3vSUikEiK3BZEWHUeT8X1IunyXu4EXqfupN64ta6HOVvHy4VOOfLtSv79zk+o8Uabx6H7hR1OpVWp2zviLURumIJFKCNl+goSbsXzw7Yfcv3KHq0cu0GPyYCwsizN0mXYJ6vS4FFZ/sYBw/xCqNq/N94cWgkbD9aBwrh41vxNFpVIxf8pilm1ZhEQqZd8WX+5E3WXkpM+JDL9B0OFganpUZ9FfP1O6jBVeHVvw5cTP6dt6MBWruDHuhzH6+Lhh+RZu3TAtPqpUKr7+Zhr+fpuRSiSsW7+NyMhofpg5gbALEfj6BvLX2q2sX/c7NyKDSU/PYOBg7TS1yMhodu48wJWI42SrVHz19VTUajVOTg789ed/kEolSCQSdu48gJ//kTcoydGzYMpi/tjyK1KphP1b/bgTHcOIiZ9xPeIGJw+fpma96iz46ydKl7GiVcfmDJ84jP5tPqFilQp8M3OMbjqewN8rtnDbRD8UhFqlZsX05fy4cTYSqYTAbYHcj77PoHGDuXnlJucDzzFs6mcUtyzO98snA5Acn8zsz34stE2VSs1v0/9gwaZ5SCQSArYdJCb6HkMnDCEqIpozgWepVq8ac9b8QCnrUjTr2IxPxw1haPvPAXB0ccBeYU/EWfPaTrnPe8n0Zcz9+yckUgmHth3mXvQ9Phn/MdGXbxISGELVelWZuXo6VtZWNO3QhI/HfczwDiM45ReMR3MPVgWuQKPREBZ0gZAj595sNB8Ny6cvZ87GOUikEg5vO8z96PsM1vn+XOA5qtStwvTV0yllXYomHZoweNxgRnYYiVQuZcEu7W/Gs8fPWPj1wkJNS1epVMz5fgFrtv2ORCph9+YD3Iq6w9jvhnM1/DrHD52itkcN/lj3i76dMHbScHy8tOsobty/ikruFbAsWYLj4QeY9u1PnD5uWgetoYZJ42exa+9apFIpmzbu4Mb1m0ye9jXhF68S4H+Ujeu3s2LNr1yIOEp6egafffqN2edaEGqVmj+mL2H+prm66/EQ96Lv8emET4iKiOZsYAjV6lVl1pqZlLK2olnHpgwZ9zGftddO93ZwcaBcIa5HlUrF5Amz2br7T107epe+HR1x6SqHXrWjV/1CyKVDuna0tnOqaQtPJk0ZiypbhUqtYtK3P5CRru1QWDh/KXsD/iY7K5vYB/F8NXLyazVMHP8De/atRyqVsHGD1vdTp33DxYtXCPA/yob121i1ZhHhl4+Rnv6QoUO+AqBZ80Z8O+5LsrKzUavVjPtmBmmp6bi5ubJp6wpAuwzVju3787zJ/l3EZYC/Ny6ltVcz7OxsiLkTxqwfF7J23Vbm/jSZqlUro1aruX8/jjFjJlO3bk38fDchkUpYv24bkdejmTljAhcuau2vXbuVdWt/IzIymPS0DAZ/rLN/XWs/IuIYqmwVX389TW9/29ZV2NqWJSsrm6++nkpGhrZOfpozmapVK6FWa7h/P5bRYybn8cc/XQ/m8jb3YbNmjfh6/Aiys7JQqzVM+HamXsOGTUspa1OW7KwsJo77gYcZj/LY/eab6f9aXXw5chKLfp2FTCbjxYuXrJ+8koJQq9T8PWMN4zZMQyKVELz9GPE3Y+n5bX9irtwm/EgY/SZ/TDHL4oxaps1xU+NS+OOL+Ti5uzBk7nD977X/8j1Gb1k3laKKT7k1bJixhom63O6kLrfrrcvtLh0J5SNdbjfWILdb/PnPhbYpYoAJa+b+ryK86/X23gcEQRgCTARUwKtHeb4ajWanbvsTjUZTShAEOXAQsAPWvW7dzXsNOhS545rfLfjJ0r+F6h96o3Zhudbq3b4MxxSE92D8c9Mzb+7gedc0tixf1BJYe2Hhmwu9Y+I6jChS+x8lZRWpfYDecpc3F3rHLH5ofmfbP80UqwZFLYGb0qK9Hk69KOSaoP8gV9JiiloCHraViloCjvLSRS2BJ2rz38r6T2MhFO1zfdl70Gi4+8L8ZQ/+aRKemTeN8l3QoEzR35dXH7+bB7bm8Dw7s0jtP8sq+rggyXfB03+X4jKLopaA9D2IT0+zXhSp/cFOb/nOh3+Ae9mP3lzoHaOQlipqCWy8t7vob8z3kGd/jCryfqg3YTl2WZHU3f/CyE00Gs16oMBXcmk0mlK6f7OA9v+WLhEREREREREREREREREREREREZHC8z/RuSkiIiIiIiIiIiIiIiIiIiIiIvJfizgtvUCKfuy5iIiIiIiIiIiIiIiIiIiIiIiIiEghEDs3RURERERERERERERERERERERERP4rETs3RURERERERERERERERERERERERP4rEdfcFBEREREREREREREREREREREReZ/RvPcvSy8yxJGbIiIiIiIiIiIiIiIiIiIiIiIiIv+ViJ2bIiIiIiIiIiIiIiIiIiIiIiIiIv+ViNPSC0nlq9eLWgKW8mJFLQGVRl2k9jXZRWpey3twF7kVtytqCSSonxa1BOI6jChqCTgfWVmk9n0aTi9S+wCqohYAjLSuX9QSaC9LL2oJtMgs4gBV3KVo7QNlylkWtQQkCEUtgafqzKKWgPQ9eKZe1O2WLE3RR0iFRZmiloCjhXVRS+DmM2VRSyD9xZOiloC6iKc4Fn10BM17MM3zedbLopZA0XsBJELRXhHbksKK1D6AVCj638osddH/Vm0sagHvK+qibce8zxT9nSMiIiIiIiIiIiIiIiIiIiIiIiIiUgjEzk0RERERERERERERERERERERERGR/0regwm1IiIiIiIiIiIiIiIiIiIiIiIiIgWifh8WkHg/EUduioiIiIiIiIiIiIiIiIiIiIiIiPxXInZuioiIiIiIiIiIiIiIiIiIiIiIiPxXIk5LFxEREREREREREREREREREREReZ/RiG9LLwhx5OZb0Mm7DdeunuRGZDCTJo7Os93CwoLNm5ZzIzKYM8EHqFDBRb/tu0ljuBEZzLWrJ/Hu2BoAFxcFRw7v4MrlE0SEH2PsmM/yHHPctyPIzozD1rZsnm0dOnpx4dIRwi8f49vxX+arZ+363wm/fIxjJ3ZTvrwzAA0b1iX4rC/BZ305HeJHNx9vo/0kEgmnzhxg+841b/RJx46tuRR+lMtXTjB+/Mh8NazfsITLV05wImgv5ctrfdKuXUuCTx/g/PmDBJ8+QOvWzfT7yOVy/lgyl/CIY1y8dJQePTq/UYd+34aNKbN6I2X/3ESJDwfmW8aiVVvKrFxPmRXrKDVpOgDSSu5YL1pGmRXrKLPsLyy82ppsM4+GBo0ps3wjZVZuonjfAjS0bIv10vVYL11HqQlaDRJ7B6wXr8L6tzVYL11Hsc7dC62hUZuG/HliDWtP/UX/Uf3ybK/TpDZL/ZcQcNePVh+0NNr2+ZTPWHVkJWuOrWLUrLx1agqebRqx9sQa1p9ay0cF2F/uv4RDd/3z2P9iymesObKKP4+tZnQh7QOUaN4I571/4bx/HdZD++fZXqq7N67HdqDYtgLFthWU6tVFv03qaI/D8nkodv+JYtcaZAqHQusoiGlzF+HV9SN6Ds577/6TVGpdly+PLWBk0K80G+mTZ3uDQe354tA8Pvefyyc7Z2BXRRsnFPUq8bn/XO1fwFyqdWr0VhqGH1vAl0G/0jQfDfUHteOzQz8zzP8nBu+cjm0VhdH20gpbxkeuofHwDwqtoXLruow6toAxQb/SIh8NDQe1Z8SheQz3n8unufww3H+u9u8t/FDSqyGVA1fifmw1tiM+zLPduk8Hqp7fTKUDf1DpwB+U6aeNy3KFPRX3/ab9PmAZZQd0ybOvqZRuU5+aJ5ZR89QKHEb1ybPd5sN21AnfQPWDi6l+cDG2H3XUb6u8cSZ1r26i8tpphbYPUKN1PaYeXcz0E7/RYWSPPNvbftaVKYG/8l3AL4zeNI2yznb6bd2/H8TkwwuZcmQRfWZ+WmgNnm0asT7oL/4OXseA0XljQ90mdVgZsIwjMQfx6tpK/71H83qsPrRC/3folh8tOjUvtIZ1QX+yIXgtH+WjoU6TOqwIWMrhmIA8GlYeWq7/C7jlWygNog/eLw3/63VRVD5o3b4Fx8/t52SYH6O+ztsGt7CQs/TPBZwM82Nf4CZcXLW/TT37diUgaIf+LyYlgpq1qwEgl8uYt3gmJ84f4FjIfrr4dHitBm/vNly9EkRkZDATJ+SfW2z6exmRkcEEnzLOLSZNHE1kZDBXrwTRUZdbAIwZ8xmXLh4h/NJRxo7NOa9VKxcS+yCc8EtH89UyYEAvLl4I5OKFQE4F7aNu3Zqv1Z4f+eU7ALeiQ7h08QhhoYcJOeufc+5XT3I9MpiJBeRVmzYt53pkMKdz5VWTJo3hemQwV6+eNDp3a+vSbN26iitXgrh8+QRNmzQEoF69WgSfOqC379nIo8jtvw8+gH83v531w0QuXggkLPQwAX6bcXLK277+N++JgngX+e0rtu9YTWjooTdq+KfzfGdnJ3z9NxF64TDnQg8yctSnb/RBRMQxrl4NYsKE/H2wceMSrl4N4uRJYx+cPu1LaOghTp/2pXXrnJi8b996zp0L4MKFQH7//SckErFrSuTtEEduFhKJRMLvv/1E5w8GEBurJOSsPwd8D3P9+k19mWFDB5Ce/pDqNVvSr193fp47lYGDRlKjRhX69etBXY92KBQOHArYSo1arcjOzmbipFlcCr9KqVIlOX/uIEeOntQf08VFQYf2Xty7F5uvnl8XzaKHzyfExSVw4tRe/P2OEHXjlr7MJ0P6kZHxCI+67ejTtxuzZn/H0CFfERkZTeuWPVCpVDg42nMmxI8A/6OoVCoARo4eSnTUbaysSr3RJ4sW/4hPt8HExSVw6tR+/PwCuWGgYcin/cjIeEjdOm3o29eH2XO+Z8gnY0hNTadv389IUCZRs2ZV9u3fQBX3pgBM+m4MycmpeNRrhyAI2NiUMbWSKDX6Gx5OGY86JZkyv60k89xpVPfv5RRROGPZfxAPx49G8+QJgrX22JqXL3i88CfU8XFIbGwp88dq0i+Eonn6xDTbBhpKfvkNj6aPR52ajPWilWSdO43qgYEGJ2dK9B3Eo0mj0TzN0aBOT+XhxNGQnQXFS1BmyVoyz59Gk5ZqpgQJY+aM5vuBU0hRpvCH7++cDQzh/s37+jJJccksHPcrfUcYd3DUbFiDWo1q8qW39kds0e5fqdu0LpdDLptlf+yc0Xw3cDLJyhSW+v7BmXzs/zLuV/qN6JvLfk1qNarFcG/tj/h/dv9KvaZ1iTDDvk4ENpPHkvjld2QnpqDYtIRnQWfJunPfqNjTw0GkzVuSZ3f7Od+RsWYzL0IuIpQoDpp/fiHnnh90ZGCf7kyZvfAfP/YrBIlA59mfsnnQzzxKSGPY/tncPHKRlJtx+jJX953h4iZtolOlQwM6TBvE1iG/kBQVy58+09Co1JQqV4bPA+YSfeQiGpV5Tw8FiYD37CFsHTSPRwlpfLr/R24euUDqzXh9mWv7znJp0zEA3Ds0oMO0wWwb8ot+e/sZg7h9IuKt/NBl9qf8rfPD5/tnE5XLD1f2neGCzg9VOzTAe9ogNuv8sNrADyMK4weJBKcfRnJvyDSyElKotGcxj4+GkHnrgVGxR34nSZi1wui7rOR0Yj4cjyYzG8GyOJUDlvH46Dmyk9LMc4JEguucEdwcOJMsZSrVfBfyMPA8L24aa0g/EEzs9FV5dk9asQdJiWLYDepknl0DBInAhz8OY+ngn8hISGXC/p+5GhhGwq2ceoiNjGGBz2SyXmTScnBHekwexLoxv1GxQVUqNarGvM4TAfhm54+4N63JrZBIszRIJBK+njOWiQO/I1mZwgq/JZw5fJZ7BvEpMS6J+eMW0D9XJ3T4mQi+6KSNTVZlrPg7eB1hQRfM9oNEIuGrOWOYNPB7kpUpLPP7g7O5NCTFJfHLuIV8mCtGhp+JYESnkXoNG4LXmq1B9MH7peF/vS6KygcSiYQ5v0xlUO/hKOMTOHB0K4EHj3Mz6o6+TP/BvXmY8QivRl3x6d2ZyT98y+jPJrJ3px97d/oBUK1GFf7c9DuRV6MAGDt+OCnJabRp7IMgCJQpa/1aDb/9NocPPhhIbKySs2f88PU9zPUbObnF0KEfkZ7xkJo1W9Lvw+7M/WkKgwaPokZ1bW7hocstAgK2UKuWFzWqV+GzYQNo3qIbmZlZ+Pr+TUDAMW7dusuGjTtYtnwdf/31n3z1xNx9QLv2fcnIeEjnTm1ZsWw+zVvmfRhYEAXlO2q19veyQ8cPSU1NRyAnr+pikFf55pNXZaQ/pIYur5o7dyqDdHlV/349qKezczBgKzV1dhYv+pHDh47z0UfDkcvlWFqWAODnuVOZPWcRhw4dp3Pndvz881RcXBRFat+7U/8i90FHnYZ/K79d+OtyZv6wAIAxo4cxbeq3jB07ucjuifx4V/ktQPcenXj65Nkb76V3kednq7KZOmUuEeHXKFWqJCeD93PsWLDRMQ3t/+c/s+nadRBxcQkEB+/H1/cINwzq4dNP+5Oe/pDatVvz4Yc+/PTT93z88SsfDEOp88GBAxupXLkJAIMHj+bxY21uvWXLCvr06cqOHQfe6A8RkYIQu8d1CILwkyAIDwRBMKn3qrFnfW7fjuHu3ftkZWWxffs+uvsYJ3ndfbzZuHEHALt2+dGubUvd953Yvn0fmZmZxMQ84PbtGBp71ichIYlL4VcBePLkKTdu3MRZ4ag/3q8Lf+D7KT+hyadjpVGjety5c4+YmAdkZWWxa6cvXbt1NCrTtVsHtmzaBcDePQG0aaN9cvL8+Qt9R2bxYsWM+m0UCkc6dW7L+nXb3uiTRo08uHM7R8POnQfo1s14FGi3rt5s+lurYc8ef72GMdppVQAAIABJREFUiIhrJCiTAIiMjKZYsWJYWFgA8MknH7JwwTIANBoNqanpb9QCIKtaA1V8HOoEJWRn8zLoGBZNjUcFFu/sw/MDe9A80Va75mEGAOq4WNTx2gRbnZaKOiMdwbrgBmmBGqrUQKWMQ52o03DyGPImuTR08uGF/x59x+krDWRnazs2AUEuh0I+zarmUY34GCUJ9xPIzsomaH8Qzb2NnxwmxiZy98bdPNeWRgMWxSyQWciQW8iRyaWkp5jmf2P78Sh19k/sP0GLAuyrcw2z12g0RvalcpnZ9gGK1a5G9oN4suMSIDubp4dOYNnGtNEc8krlQSrlRchFrabnL9C8eGm2hjfRyKMO1qWt/vHjGqLwqExaTCIZD5JRZ6mIPBBC1Y4NjcpkPnmu/7/cspj+/9kvMvUdeNJi8kL37yo8KpNuoOH6GzRYWBZDQ46xKt4NybifTEp0HIXFOZeGawdCqFYIP8gK6YcS9aqSeS+erAcJkJXNQ9+TWHVo+uYdAbKy0WRmAyCxkCNIBPMFACU9qvAyJoHM+4losrJJ338Ka+/GJu//+PRlVAY+KgwVPNxJvpdI6oMkVFkqLh44Qx1vT6MyN89eI+tFJgAxl25SxtEWAA0a5MXkyOQyZBZypDIpj5Mfmq2heq74dGzfCVp4G8eGxNhE7ly/i/o1b6ds3bUV54+H8rIQsaG6RzXiDDQc3xdE8wI0aF6jwatrK84fDzNbg+iD90vD/3pdFJUPPBrWIebufe7fiyUrK5sDuwPw7mI8a8f7g7bs3LofAP99gbTwapLnOD36dGHfLn/9536DerH0P9qZTxqNhvS0jAI1eHp65MktfHLNpvIxzC12+9FWl1v4+HjnyS08PT2oXt2dc+cu6dv6p06G6GdABQefIz29YD1nQ8LIyNDG1ZBzF3F2dtJvGziwN2dP+xIWephlS+fnO+KqoHwnP3LnVdu278MnV17lU0Be5ePTiW352LGyKkXLlk34a+0WALKysnj48BGgrYvSujaXtbUVLzOzitR+vDKxyH2Qn4Z3nd++6tgCKFnSMk8e8m/fE/nxrvLbkiUtGTv2c+bP/6NA2zka/vk8PzEhmYjwa4C2XqKibqEw6Hcw5FU9vLK/Y8cBuuWy361bRzbp7O/e7U+bNi30PlAW4INX9S+TyZDL5fn2cYjkg1rz/v8VEWLnZg4HAJMzO4WzIw9ic0YaxcYp8wQEwzIqlYqHDx9ha1sWhSKffZ2N961QwQWPerU5d/4SoA0YcXFKLl/Of1SKk8KR2Fil/nN8nBJFrqH9TgoHfRmVSsWjR4+x0U1vb9SoHudCD3L2fADffDVNHwTn/TKdGVPn6Z+yvtYnCgdi43LOKy5OiVOu6buGZV5pyD3FvmfPLlyOuEZmZibW1qUBmDFjPKfP+LLx76WUK2eHKUjs7FAnJ+k/q1OSkdga7yt1dkHq7Ir1wiVYL16GvGHeS0BWtTrI5KiV8Xm2vVGDrR3qFAMNqclI89OgcKX0/CWUXrAMeYMcDRI7e6x//4uya3fwfOdms0dtAtg52pIcn6z/nKxMwVbXQfAmrl+8TvjZCLaGbWbrhc2EBV3gQa7RZabYT8pj37Q6fGV/e9gWtl/YQljQBe6baR9AWs6O7IQcDdmJKUjzuY4s27dEsX0l9gumI3WwB0BewQX14yfY/zoTp63LKfvtF4XuaC5qrBxteKzMuYYeKdOwcsy7xEXDTzoy6uQi2k8ewKGZ6/XfKzwqMzxwPsMPzePg1L/MHrUJUMqxLI+UOaMMHxegocEnHfjy5K+0nfwRgTM3ACAvUYxmI7sR/J/dZts1xMrRhocm+KHRJx0Zc3IRHSYP4KCBH5w9KvNl4Hy+PDQPv0L4QeZgS5YyRf85OyEFuUPee9Kqcwsq+S3BZclkZE4516vMyY5KfkuoEryOlJU7zR+1CcgdbcmMz9GQpUxFnk9cKNulGTUO/0bFFd8hdzLtvjWVMg42ZMTn1EOGMhVrh7z18Iqm/doSeSIcgJiLN4k+e43ZoSuZc34l109GkHjb/A5vOyc7kpQG8SkhBbtCnGfb7m04uve42fu90pBspCEZOyfTYnRuDccLoUH0wful4X+9LorKB45O5YiPS9B/VsYn4pCrHW1YRqVS8fjRE8rmmk3k06sz+3YHAOg7jiZMGYPf8W0sX/srdvYF+9JZ4UTsg5y2fFxcAgqDDkVtGUejtvzDR7rcwtnJKA+Ii03AWeHEtcgoWrVqgo1NGUqUKE7nzu1wcTFe6sUUhg39iIOHtP6sXt2dfh92p1XrnjTy9EalUjFwYO88+7wu39FoNAT4b+FcSACffzYIhbMjsbHGOYSziXmV1ifG+yqcHalUqQIpKan8uWYxoecPsXLFAv2oxfETZjLv52ncuR3K/HnT2bcvoEjtT5v2c5H74JWGfzO/BZj943fcvR3KgAG9+GHWAqPy78M98S7yW9Dmtr//voZnz14UaPsV7yrPf0X58s7UrVeLsNDwAnxgbD8uTolzrrpVGFyDBfmgV68PiDDwAcD+/Ru4f/8iT548Zfduf0RE3oZ/LUMXBKGkIAh+giBECIJwVRCE/oIgNBQEIUgQhAuCIBwSBMFJV/YLQRBCdWV3CYJgqfv+Q92+EYIgnNR9V1wQhLWCIFwRBOGSIAhtdd9/KgjCbkEQDgqCcFMQhF8KVgcajSZEo9EoX1cm1/nkdwwTyrx535IlLdm+bTXjJszk8eMnlChRnCnff8UPswqerprPIfPqId9CAISFRdDEszNtvHoyfsJIihWzoHPndqQkpxKue9r2JkzxSX5CDcvUqFGF2XO+Z+zYKQDIZFJcXBScPRtGi+bdOH/uInPnTjFJD/mdb+4SUilSZxcefvc1j+f9SKlvJiKUzJl+L5S1odTEqTxZPK9wU5ELuAaMkEqRKlx4NOVrniz8kZJjczSoU5J5+NUw0ocPpHj7zghlCk78zdNg2rko3Jwo716egY0HM8BzEB7NPajTpLaZ5gu+7t5sX0EFd1c+ajyI/p4Dqd+8ntn2dSLeqOFZ0FliP/iY+H4jeHHuEnaztdNdkUopXr8O6YtWohw0GpmzE6W6e+c93n8p+V0LFzYEssxrHMfmbaXl2J767+PDb7Oq43f81X06zUd1R1pMbra9/OJQfpfDxQ1HWOE1nuPzttJCp6HVuN6cX3OQrGf//MjZ/ESEbQhkidc4js7bSisDP8SF32ZFx+9Y0306LQvjh/yux1w8OXqOW62HcqfrGJ6eDsd5wTj9tmxlCne6juFWuy8o07s9UlsTl+ow0pDPd7l88DAwlKvNv+C699c8Do7AbfHX5tt5rQbTrgWARj1bUr5uZY6t0o6asqvggKO7MzOajmR60y+p2rw2lRvXMF9CvtejebHeppwNlapXJDQozGz7BVEYDRWruxVKg+iD90eDWBdF54PCt+tzyng0rMPz5y+Ivq6d1imVSVE4OxJ27hJd2/bnQmgE034c/xoNeb8zVUNB+964cYsFC5cR4L8F3wN/c/lKJNnZ2QVqyI82rZszdOgAJk+ZC0C7ti1pUL8OIWf9CQs9TLt2LalUsXw+51Owv7za9KRxk8508xnMyJGfUqNGlQLLvv54BduRSaXUr1+HlSs34Nm4E0+fPmPSpDEAjBj+CRMm/kClyp5MmDiLL0cMKVL7q1b++k5yy/dBwyty57evmD5jPhUre7Jlyx5Gjxqay1aeQ/7r98S7yG/r1q1JpcoVOLD/zWttFnD4t87zX1GypCUbNy/j+0mzjerFbPsm+GDOnO8ZM2ayUZnu3T+hYkVPihWz0I82FREpLP/m8KPOQLxGo6mn0WhqAweBP4C+Go2mIfAX8JOu7G6NRuOp0WjqAdeBVyv9zgA66b5/9XaV0QAajaYOMABYLwhCcd02D6A/UAfoLwiC69ucgCAIwwVBCBMEIezBgzu4GjzlcXF2QqlMNCofF6vUl5FKpVhblyYtLZ24OGXefeO1+8pkMnZsW82WLXvYu1f75LdyZTfc3MpzMSyQW9EhuLg4EXruEOUccp5kx8cl4OKS8yRL4eyEMiFnxCBAfHxOGalUSunSVqTlmh4THXWbp0+fUbNmNZo0a0iXru25EnmStet/x6t1M1b/uahA/8TFJeDinHNezs5O+qH4Rjqdc3xiqEHh7MiWrSv54vNx3L2rXVspNTWdp0+fsV8X/Hfv9qeeh2mdW+qUZCT25fSfJXb2qFNTjMqoUpLJPBsMKhXqxARUsQ+QOmsXQBYsLbH+cT7P1v9J9g3z1nEz0mBnoMHWHnVaSp4ymedyNKjjHiBRuBiV0aSlkn0/BnnNumZrSFGmYK+w13+2d7IjLdG0kV4tOrXgxqUbvHj2ghfPXhB6PJTq9aubZT9ZmUK5XPZTE00bgdqyU3MiDeyfPx5Gjfrmd2CoEpOROeZokDnYoUo21qB++BiytMsAPN7tT7EaVXX7ppAZdUs7pV2l5tnxM1jk0wj/b+BxQhpWBiNwSjvZ8CSx4Clp1/afpap33hfmpN6KJ/P5S8pVdclnrzdrKO1ko/9s5WTDk8SClxqI3B9CFW/tlHGFhzttJ3/EyODFeA7rRPPR3Wk4pGOB+75Og3UuPzx+jR+u7j9LtXz8kHIrnqxC+CE7IcVoFKTM0Y6sXPeEKuOxfvp5+rZDFK/tnvc4SWm8vHkfS89aZtkH7UhNC0WOBrmTLVm54oKhhpTNh7GsU9lsO68jIyGVMoqceijjZMujpLzXQtUWdfAe05tVn/9Ctk5P3U6Nibl0k8xnL8l89pLrJ8Jxq2/+fZmsTKack0F8crQjNcG8EfJtfVoTfPA0qmzVmwvnQ4oyBXsjDfakJpg3GreNjxfBB88USoPog/dHg1gXRecDZXyi0SgzJ4UDSbna0YZlpFIpVqVLkZGesxxG997GU9LT0zJ49vQZB3216zf77TtE7XoFt2Fi45S4uOa05Z2dHVHGJ+QtY9CWty5dmrS0DOJilUZ5gLOLI/FK7b7r1m2lSdMutO/Ql/S0jALXFsyPOnVqsHLFAnr3GUZamjY+C4LAxr930MjTm0ae3tSq7cWPsxfRo0dnwkIPExZ6mIYN6r4233mVMyUnp7J3XwB2drZGo+ecnZ2INzGv0vrEeF9lfCKxcUpiY5WcD9WOEty124/6HnUA+PjjD9mzR1tXO3ceoFKl8kVq39PTQ1eHRa/h38pvc7Nl6x569TJ+UeT7cE+8i/y2cZMG1K9fh8jrwRw5ugP3KhUJOLi1QA3vIs8Hbb38vXkZ27ftf21Ha1wu+87OTsTH57ouDK7B3PadnR3Ztm0Vnxv4wJCXL1/i6xuYZ8kBkfzRqNXv/V9R8W92bl4BOgiCMF8QhFaAK1AbCBQEIRyYBrzKEGsLgnBKEIQrwCDgVeZ2GlgnCMIXgFT3XUtgI4BGo7kB3AOq6rYd1Wg0DzUazQsgEqjwNieg0WhWaTSaRhqNptGFC1G4u1fEzc0VuVxOv349OOB72Kj8Ad/DfPyxdrHzPn26cvzEaf33/fr1wMLCAjc3V9zdK+p/dFav+pXrN27xn99yXuBw9eoNFC71cK/aFPeqTYmNVeLZpBNJiTmdZBcuXKZSZTcqVHBBLpfTp283/P2OGOnx9zvKgEHaF8b07NWFoKCzgHaKgFSqdaerq4IqVStx734ss2YuoEbVFtSp6cXQIV9xMugsX3w2joK4cCGCyu45Gvr29cHPL9CojJ9/IIMGazX06vUBQUFnAO2b/HbvWsvMGb8QEmK8+Lu//1G8vLTr0bVt28Jo8eLXkR19A6nCBYmDI8hkFGvdjsyQ00ZlMs8GI6+nXf9HKG2N1NkVlTIeZDKsps/hxdFDZAafMMlevhpu5tLg1Y6s87k0hAQjq5OjQaJwRZ0Qj8TWHnRrkgglSyGvURtVnPlTsqMionB2U+Do6oBMLqN199acDQwxad+k+CTqNKmDRCpBKpNSt2kds6ela+076+236d6GMybbT6Zek7pG9u/fyvuj+CZeXotCVt4ZmUJbDyU7teGZ7vp/hdQup8PNsnUzsnQ/vi+vRSGxKoVE9xKA4o09yLpzj/9G4iPuYFPREWtXeyRyKTV9mhIdaHy/lXXLmeZSpZ0H6THahqC1qz2CVPuTUdrZDttKTmTEJmMu8RF3KGugoYZPU24GXixQg7uBhr8/nM3ylt+yvOW3hP51iDNL93NhvXGMMYU4nR/K6DTUyscPNgYaqrbzIE2noYyBH6wL6Yfnl6OxcHNG7uIAchnW3bx4cvScURmZfc4obasOTXipu+9kjrYIuifuktKlKNGwJpl38r5k7k08jbhJMTcnLFzLIchllO3eioeB5401lMvRYO3dmBe3zLfzOu5H3MbezREbF3ukcikNfJpzJdB4pJVLLTc+mvs5qz//hSepj/Tfp8en4N6kJhKpBIlMSuUmNUgshL4bEVE4V3TG0dURmVxGux5tOBN49s07GtCuR1uO7ivcFOD8NLTt0dpsDW17tOV4ITWIPnh/Nfwv1kVR+SDi4lUqVqqAa3ln5HIZPr27EHjwhFGZwIAT9P1IO7bigx4dOXMqJ2YKgkDXHt4c2H3QaJ8jh4Jo1lK7lnALr6ZGLyjKTVhYRJ7cwtfX+DfO1zcwJ7fo3ZUTutzC1zcwT24Rqptiaq+bCu/qqqBnzy5s27bPJJ+4uirYsW01nw79mps3c3QfOx5M717d9MctW7YM5cs7s2/fQX2H54WLlwvMdywtS1CqVEkALC1L0LFDaw4dOm507v379cA3V17lW0Be5et7mP752ElMTCY2Np6qVbUP5tq1a8n169EAxCsT8fLSrv/etm1LoqJuF6n9W7fuEhoW/t5peJf5LYC7e0X9/326eRMVddto+/twT7yL/HbN6r9xr9yEmjVa0qH9h9y6eZcunT96jYZ/Ps8HWLp8HlFRt1n6x58F2oaceqhQQVsPH36Yjw/8jjBIZ79371w+2L2WGTN+4ezZnDZeyZKWODpqBwBJpVI6d26bp/5FRMzlX3tbukajiRYEoSHwAfAzEAhc02g0zfIpvg7oqdFoIgRB+BRoozvGl4IgNAG6AuGCIHjw+rnHhnMXVfyD56tSqfj6m2n4+21GKpGwbv02IiOj+WHmBMIuRODrG8hfa7eyft3v3IgMJj09g4GDRwHaxXR37jzAlYjjZKv+j73zjorqaOPwc3cpasTeALtiLxixG0EUbKDGnlhAY6+xa+yxxh6jsfcSe0SRIoii2LGgiAgWRClWsKOwe78/lrZ0jLrkyzzncA57p/32nbIzc6eoGDlqCmq1miaN69G7Vxeu3wjA95Lmh2TatAW4unllSc/4sTP522krSqWC7dv2EXgrmClTf+bKlRu4uhxn29Y9rNuwlGvXvYiKeklfh5EANGpswegxg4mNi0OtVjPm5+m8yOKlPSk1jB0zHafD21AqlWzbtpdbt4KZOm00V67cwOWoJ1u37GXDxqVcv3GSqKhoHPqMAGDQ4D6Ur1CGSZNHMmmyRld7+948ffqcaVMXsGHjUhYunM6zZy8YNGh81gSpVbxZvZz8cxaDUkHMMRdUoSHk6d2PuKBAPl44S+zlixh8W48Ca7eCSs3bjauRX7/CsLkN+jVqozDKR66WmkOmXy9dgOpe6hvkMtPwds1y8s1aDAoFHzw1GnL37EdccCCxF88Se+Ui+nXqkX/VVlCrebdZo0HP3AKjfkMBGZB4//ceVA/S7xSnL0HNyml/Mm/HXBRKBe57jvEg6AF9xvYm6How5z3OU6l2JWasn4ZRfiMatmxA7zG9GdhyEKeP+mDe2Jx1HmuQZRlf78uc97yQeaIp0v9j2ioW7JiHQqnALT59h7F9CLoexDmP81SuXYmZ66eTN78RjVo2xGFMH/q3HMipo6cxb1yb9R5rQZa55O2b7fQBUKl5sWAlxVfPB4WCN07uxN59QIEhDnwICOK99zmMfuhIHqtGEKdC9eo1z6bHn/ujVvNi2TpKrF0IksTHW8G8PvD5z4QZP2MBl65eJzr6FS069mLoT73pnOIQ93+KrFLjPn0LP2ybiEKpwG+vN8+Cw2g2pjMR1+8T7HkFCwdbyjWtgTpWxftXbzk8RnNbdymLyjQeao86VoUsq3Gbupn3UVm6fy2VBo/pW+mxbQKSUsH1eA3fxWu443mFug62lG1aHXWsiphXb3Ees/az28F1+hZ6bpuIpFRwba83T4PDsBrTmfDr9wnyvEK9ZHaIefUWp2R26JHMDi6fYgeVmshZqym9ZTaSQkH0fg8+BIdS9OdevL8RzJvjFyjk0J68LRqASoXq5RvCJywDwLBCKYr/0j9hDxjPNxzkQ9AnTLar1Dycto6KO2YiKRU833OcmKCHGI/9kXfX7/DS4yLF+tqR36Y+skqFKvoNIWN+Twxe6cA8DCuURPlNLmpc3MiD8St57X01/fTSQK1Ss3/6JoZu+wWFUsH5vSeJDH5E29FdCb1xD3/Py3SY3AuDPLno++doAKLCnrF+wCKuuZynUuMaTHJfDLLMLe9r+B+/kkmKaWtYMW0lC3fOR6FQ4LrHnZCgB/Qd58BtvyDOepyjcu1KzN4wk7z589LIpiF9x/Shb4sBABQvWZyiJkXxO3c922kn1/DHtJX8tnNeooYHQQ9wHNeH235JbeSsDTM0baRNQxzG9OanFgMTNRT7BxqEDXKWhv96XujKBiqVimkT5rF9/xqUSiV7dv5NUOBdxkwexo2rN/FwO8meHQdZvmY+p3yPEh31kuH9JySGb9C4LhHhkYQ+0H7JMn/mMpavmc+MeRN58ewFY4dPy1DDzz9P46jzThRKBVu37CHgVhAzpo/j8hXN2GLz5t1s2fw7AQE+RL2Iplfv+LHFLc3Yws/PC1WcilGjpiael79n9zoKFy5IbGwcI0dNSbwkaPu2lTRr1ogiRQoRcs+XWb8uRl9fc8zKuvXbmTplNIULF+SPPzTb0ePi4mjYqC23bgUzfeZCXF3+QqGQNPGOnEJoqPa5x+mNd4oXL8r+fZrJFD09Jbt3H8LNzYtRP0/laIpx1YwZ47icbFy1ZcsKbsWPq3omG1ft23+E6ynSAfh59DS2bf0DAwN97t0PpX9/zSKNIYPHs3Tpr+jp6RETE8OQIRMoVryoTtNPGFvmBA1fa3w7b+5kKlWqgFqtJjQ0jKHDJum0TqRXL7/E+DY7fIlxfsNGFvzwYyf8/QPxOecMwK8zF3PM/WSa6Y8ePZ0jRzQ22LpVY4Np08Zw5cp1jh71ZMuWPWzatAx/f2+ioqLp3Vtz/MHgwQ5UqFCWSZNGMGmSxi729r2RJIn9+zdgYGCAUqnE2/ss69fvyJZdBIKUSF/rVipJkkyAF7Isx0iS1BEYiGaFZW9Zls9JkqQPVJJl+aYkSc+AakAU4AKEybLsKElSBVmW78bHdxXoC1gD1WVZ/kmSpEpoJk0rodmibiHL8vB4/87AYlmWT2ai840sy3kz8gOgZ2Cq8+u88ugbZu7pC6OSdbfsGOCB5T9ajPtZkL7aK4L0+eFabl1LQI3OqwQbCuu2PAKYen7eibjssrBu+gOnr4UiC+fdfmlic0B57KKX/lb3r0XMR902UFuUuTL39IW5EZf9C5c+NzmhTuSENjon2EHXiHzQkBPscPddZOaevjCRb7O/mOBzo9bxDcW6L42CBHRfK0GRhXPJvyT6St0P7JSS7i8ujVV/2tEmn5P37x+I5iEN3s53yAlVNUO+mbxVJ3n3NWtvTWCRJElqIBYYAsQBKyRJyh+vZTlwE5gGXECzxfwGYBQfxyJJkszQ/A4eB/yAQGBN/Bb2OMBRluUPaV5ikgHxFw79COSRJOkRsEGW5Zmf/nUFAoFAIBAIBAKBQCAQCASCz4A6x89t6oyvuS3dHUjrpNpmafhdDaxO43mnNMLHAI5p+N2CZnt7wme7TPRNACZk5EcgEAgEAoFAIBAIBAKBQCAQ5Bx0v+ZZIBAIBAKBQCAQCAQCgUAgEAg+Ad0fKvGVkSTpApDysMresizf0IUegUAgEAgEAoFAIBAIBAKBIEN0fOdJTuY/N7kpy3IDXWsQCAQCgUAgEAgEAoFAIBAIBP8csS1dIBAIBAKBQCAQCAQCgUAgEPwr+c+t3BQIBAKBQCAQCAQCgUAgEAj+VYjb0tNFTG7+i1HlgPMW4tQqnaZveuIeFoXNdKoBQImkYwWxnH0aqFMF5fKX0Gn6AD2eGOlaAvZ1p+laAhMuz9a1BJbUna7T9A2QiEW3P/4jP8bpNH0AlfxRtwLi3hH8LkK3GgBno/K6loCeUre/2RvVeXWaPsANVZSuJegcJRKyrPuBiSTptt+SE+xQ6RsTnaYPEP7mha4l6LwHC+j411qDsEPOQK3jduFDXCz6St1OkahlFQY61mCg1EMpiU2+gn8XosQK/tWIiU0Nup7YFOQcxMSmBl1PbAo0iIlNDbqe2BTkHHQ9oQe6n9iEnGEHQc4gJ5QE3deInGEHATqf2AR0PrEJiIlNwb8S3dccgUAgEAgEAoFAIBAIBAKBQJA+avHCPD3ElLxAIBAIBAKBQCAQCAQCgUAg+FciJjcFAoFAIBAIBAKBQCAQCAQCwb8SsS1dIBAIBAKBQCAQCAQCgUAgyMmI29LTRazcFAgEAoFAIBAIBAKBQCAQCAT/SsTkpkAgEAgEAoFAIBAIBAKBQCD4VyImN7NPa+B2YIAPE8YPS+VoYGDArp2rCQzw4azPEcqUKZnoNnHCcAIDfLjpfwpbG8vE561srbjpf4qUcZ70OojvpWP4XjpGaMhlDuzfCECBAvnZv28DFy644n3qENWqVQLAxsaSq9eOc/3GScaOHZKmtq3bVnL9xklOeh+idGmNNmvrpvicOcLFi274nDmCpWWjVGH37lvPpUvumRrH1saKG9dPEnDzNOPGDU1Tw47tfxJw8zSnTx1OtE+hQgVwd9/D82eBLF82WyvMsWN7uXHhBj41AAAgAElEQVT9JBcvuHHxghtFixbOVEcCDazq8deprezx2U6vYT+kcq/doBab3Nbi/cADq3bNtNyKmxRj2a6F7Dy5mR0nNlGiZPEsp5uc+lb12HFqC7t8ttFzWI80NNRkg9savB4cwzKFhmImxViy6ze2n9zEtkw0pFeOEshu2TQ0NOTcGWcu+3rgd82LGdPHJvpvbtWEixfcuHb1OJs2LkepVKZK7zvrRrifO4DnxUMMHOmYhh59lq+fj+fFQ+x324ppKWMA9PX1WLBiBs7eezh84i/qN66bGMbu+1Y4e+/hyMndbNzzBwULFUjXHilpaFWfPae3se/MTnoP/zGVu3mDWmx1X4dP6HGat7PUcjvz8DjbPDawzWMDi7bMzXKaKSlvWYvBXosY4r2ERkPsU7l/27MFA9wX0N9lHn32T6eImSkAJrXL099lnubPdR6VW1l8soaMmDpvKc3a9aBjr8FfJP4EylnWYoDXIgZ5L6FhGnYw72lNP/f59HWZS8/90yhsZqLlns+kMGMCNlB/YNtP1lDBshZDvRYxzHsJjdPJi0HuCxjgMg+HFHkxwGUeA1zmMfAf5EU9Kws2n9zA1tOb6TG0Wyr3mg1qsNplJe73XfiubVMttwG//MQGz3Vs9FrPsFmp2/rsaNjqvYkdPlv4YVj3VO61GtRkreufeIa40azdd4nPzRvXZr37msQ/9ztHadKqcZbTtWrRBO8LR/DxdWHYqJ9SuRsY6PPnxsX4+LpwxGMXJUtp8v/7Lu1w996f+Bf67DrValQmV+5cbN39JyfPH+b42UNMnv5ztuxgZPktVbz+pKr3WooN6ZzKvVAXa2pc2U5ll+VUdllOoR42AOSuVg6zvxdS2WMlld1WUMCuaaqwWSVvs28x81yDmdc6igzuksq9QOcWVLm0kwrOK6jgvIKC3WwByFW1HOX3L6ai2yoquvxBvmT5lB2qWNZm8vGl/HJyOS2GtE/lbvlTWyZ6LGa8628M2TmVgqZFEt3sJv3IBPdFTHBfhLld6v5DVskpdSInaNjivZFtPpvpkUa9rNmgJmtcV3EsxDVVvVzrvjrxz/WOc7bqZUoNurTDf80GOaH/Zmtrhb//KW4F+DA+HQ07d67mVoAPZ1JomDBhOLcCfPD3P4VNsvFNcNB5rl7xxPfSMc6fc0l83rmzHdeuefEh5iF1v631xewAsH7dEsIf+XHt6vFU8Q0b2peb/qfwu+bF/PlTPrsNKlWqkDiO8710jOfPAhk5or9WnKNHDyL2YxiFCxfUuQ0WzJ/yf6vhn45pbGws8fPzwt/fm3Hj0h5jb9++En9/b06d0h5jnznjzKVL7pw544ylZVJ75OS0lQsXXLl82YMVK+aiUGQ8LdOiZTN8r3hw1c+L0WMGpalh89YVXPXz4viJA5Qurem3flu3FqfPHuH02SP4nHPGzt42MczgoY6cu+jK+UuuDBnqmGH6Gg3fceGKO77XPBk1ZmCaGjZuWY7vNU88vPZTKl5DAqYljQmNuMbwkZq+n6GhAR4n9nPq7GHOXnRh0i8jM9UgEGSEmNzMHkpgFdCmZu3mdO/ekapVzbQ89Ov7A1FRL6lSrSnLV6xn/jxNI121qhndunWglrk17ex68seKeSgUChQKBSt+n4udfS9Sxmll3QmLerZY1LPl/IXL/H3IFYDJE0fg53eTBg3aMKD/WBYtmoFCoWDpsl/5vqMjdb+1oWvX9lSpUlFLm4NjN6KjX1KrphUr/9jI7DmTAHj+PIouXX6ifv3WDBwwlg0bl2mFa9+hFW/fvMvUOAqFgt9/n0P7Dn2obW5N924dqFJF2z59HXsQHR1NterfseKPDcyd8wsAMTEfmDVrMZMmzUkzbgfHkdRv0Jr6DVrz9OnzTLUk6Bk7dxRje02iZ/O+tOxoTVmzMlp+Hoc9Zu7o3/A4lPrHdurvk9i1eg89rfoyoN1Qop5FZyndlBpGzx3J+F6T6dO8Hy06WlMmlYYnzBu9EM80NEz5fSJ/rd5Lb6t+DMpAQ0blKIHsls0PHz7Q0rYbdS1sqGthSytbKxrU/xZJkti0cTk9ew3FvE4LQkMf0ad311R6Zi6YRP8eI2nTpAt237eiYqVyWn669OzIq+hXtKzfkc1rdjJ+uuYHrVvv7wGws+yOY9ehTP51NJIkoVQqmTp3HL2/H4S9VQ9u3wym10+pBxzp2WfcvFGM7jmRH6wcsO2QVll4wuyfF3Dsb89U4T/EfKSPTX/62PRnvOOULKWZEkkh0Xq2I7sdFrK25QSqt2+UOGGWgL/TWda3msSGtr9wbo0zLaf2BODJ7UdstJ/Khra/sNthIW3m9UNSfv7mu2NbG9YsTbsOfi4khYTtbAf2OixkfcsJVGvfMNXkZYDTOTa1mszmtlO4sOYoLab20nJvMb0n9076/SMNrWc7ssthIatbTqBGOnmxttUk1sfnhU2yvNhgP5X1bX9hl8NC2n1CXigUCkbMGcYvfabyk/UAmndoTmmz0lp+noQ9ZeGYJXgdOqH1vFrdalS3qM5A28EMaDmIyrUrUbthLbKLQqFg1JwRTOr9C47N+9OiQ3PKpNDwOOwJv41ZxPFDXlrPr531Y0CrwQxoNZgx3ccTExODr/flLKc7Z+FUencbQvNG7enQuS1mlctr+enRqxMvo1/R1KIt61dv55eZYwD4e/9RWll2oZVlF0YNnszD0DAC/G8DsHblZqwatqe1ZRcsGtShecssTjQqFJScPYh7DrMIbDmMgu2bYWhWKpW3KGcfbrf9mdttf+bFbg8A1O8/8GD0Mm7bDOdun5mYzuiPMt83WUs3hQaTWUMI6TuDO62Gkt/eEsOKqTW8PHqau3YjuWs3kqi9xzQaYj7waNxS7rQeRojjDIynDUBhlD0NkkKi86/9WOe4gN9sxlKnfROKV9SuD2EBISy1/4VFbSbi53oB+8ma+lCteR1KVi/L4rYTWd5xKtYD7TDMm/sTTJAz6kRO0DByznAm955Cv+YDsO5glapePgl7wsIxi9Osl4NaDWFQqyGM6z4hW/UypQZd2uG/ZoOc0H9L0GBv34tatZvTIx0N0VEvqVqtKb+vWM+8ZBq6d+tAbXNr7JJpSKClTVcs6tnSsFHSy8ibNwPp1m0Ap0+f/6J2ANi2bS/t7HqmsruVZWPa27eizrctqW1uzfLl6z67DYKC7iaO4+o3aM27d+855OSaGF/Jkia0bNGMBw8e5QgbLFm65v9WQ3bqRK9e2i8YFQoFy5fPpkMHB+rUaRk/xtbW4+jYnaiol9SoYckff2xk7tzkY+x+1KvXigEDxrBpU9IYu1evYTRo0Ia6dW0oWrQwnTu3S2Wf5BqWLJ1Jl079qG/Ris5d7amcYpzfx6Er0dEvqVPbmj9XbWbW7IkA3AoIwuq7jnzX2J7OHfuyfMUclEolVatVwsGxO9aW39OkoR2t21hTvkLZDDUsXDKTbp3606heGzp3saNyZW0Nvfp0ITr6FRbmLVm9ajMzfx2v5T5vwRSOe5xK/Pzhw0c62vWhWeP2NGvcnhYtm2FRzzxdDYJ4ZHXO/9MRYnITkCQpjyRJRyVJCpQk6aYkSQvS8VofuAPci42NZe9eJ9rbt9Ly0N7elu3b9wFw4MBRrJs3jX/eir17nfj48SMhIQ+5ezeE+vXqUL9eHe7eDeH+/VDSizNv3m9obtUEJyc3AKpWrYSXlw8AQUF3KV2mJDa2lty7+4CQkIfExsayf/8R7OxsteKxa2fLzh0HAPj7bxesrDRvj/z8bhIZ8QSAgIAgDA0NMTAwAOCbb/IwYkR/fvvtj0ztWK+eufZ32XcYe3ttDfb2tmzfsR+AgweP0rx5EwDevXvP2bOXiPnwIdN0skrVOlV4FBJGeGgEcbFxHHfy4rsUb/AjHz3m7q17yGrtSljWrAxKPSWXTms6xe/fxfAhJvvaqtapQlhIGBGJGk7QNA0N927dQ05xOHCZeA2+WdCQlXKU3bIJ8PatZlJbX18PPX19ZFmmcOGCfPjwgeDgewB4ep6i0/faK+hqfVudByEPefggjNjYOI4eOkaLNlZaflq2seTgHmcA3I4cp9F39QGoWLk8Z09dBODFsyhevXxNTfNqSJKEJEnkzpMLgLxG3/Ak8mm6tk9OtRRlwcPJi2atmmj5iXgUyZ008uFzYWJegRchj4l++BR1rIqAI+epZFNXy8/HN+8T/9fPY5j4f1zMR2SVpowqDfWRv9A50hbmNcmfz+jLRB6PsXkFokIe8zKZHcwysYNM0hc2s61LdOhTngWFfbIGk3gNCXlx88h5Kn9CXuh9Yl5UNq9MeEg4EaGRxMXGcfLwSZrYaq94e/zoMfcD76NO0UGQZRkDQwP0DPTQN9BHqa9H1LOobGuokkKDl9NJmthqt02PHz3m3q37qDOoE5btvuPiiUtZbh/N69Yk5H4ooQ8eERsbh9NBV2zbWGv5sW1rzb7dTgAcdTpG02YNUsXToXNbnA5oBokx72M463MJgNjYOPyv38LYJGsr7fOYm/EhJIKPDx8jx8YRdeQ0+W1Sp5cWH+6H8zEkAoC4Jy+Ie/YSZaF8WQqbnNy1K/HhQQSx8RpeOp/CyKZhlsJ+vB/Ox5DwJA3PX6JXOH+20i9tXpFnDyJ5/vAJqlgVV4+cpYat9orkO+cCiI35CMCDq8EUKFEIgOJmpty9cAu1Ss3H9x8IuxVKVcva2UofckadyAkaqphXJiyZhhNO3jROp15m9FvVrN13XDzh+0n9Fl3b4b9mg5zQf0upYc9eJ+xTaLBPR4O9fSv2pKMhPQID7xAUdPer2OG0zwVeRKVeGDBoUB8WLlrFx4+adq1c2dJf1AbW1k25d+8BoaFJfZfFi2cy+Ze5yPEdCV3b4OnT5//XGrJaJzp2bKOVVsL4NmGMvW/fEezsbLT82NnZsHOnZox98KALVlaaMYaf300i0hljv379BgA9PT304/WkR12L2ty7lzTOP7jfmXbtWmr5aduuJbt2HgTg0N+uWFpp2qz372NQqVQA5MplmJhO5coV8L14NdHdx+diqnG7toZa3L/3gAcJGg4cpY1di1Qadu/SaHA65EYzq6R2s61dS0JCHhJ4K1grjHa+6GVoB4EgM8TkZhKLZVmuAtQBmkiS1CYNP6bAw4QPj8IiMDEpoeXBxLQEDx9pBhoqlYqXL19RuHBBTEySnieGNS2h5T+9ODt2bIPXiTOJjeD1GwF831EzmVTXojalS5tStWolHoUlxRMWFpFqcGdiUjzRj0ql4tWr14nbIJKndd3vZuKPzPTpY1mxYgPv3sWkZ7dk8Wt/l7CwCExT2sekBI8eZawhLdavW8LFC25MnjwqU78JFC1RhCfhTxI/P4l4RtESRbMUtlT5krx59YZ562ex2X0tw6YOynS7QFoUKVGEJ+FJE3BPI55StESRDEKk1PCWOetnssF9DUOmDkxXQ1bKUXbLJmje0vleOkZE2HWOHz/FxUtXefbsBfr6+olbiTp1ape4bTSBEsbFiAh7nPg5MvwxxY21bV+8RFEi4/2oVCrevHpDwUIFCPQPomUbK5RKJSVLm1CjdlWMTYsTFxfHjAnzOXpqD2f83alYuTz7djplyZZFSxTVyocnEU8papy1sgBgYGjAZte1bDjyJ81af9rWU6MShXgdkbTq+FXEC4xKpC77dfvYMPTUUlpM/gH3GVsTn5uYV2Cgx28MdF+A25RNiRNs/zaMShTkdcSLxM+v07HDt31aMujUEppP7oHnjG0A6Oc2pOEQO3yWH/xHGvKVKMSrLOSFRR8bhqWTF4M9fmOQ+wJcPiEvipQonKJdeEbhLLYLt67c4to5P/b6/sXey3/h632Z0DsPMw+YUoNxEZ5EJNMQ+YwixlnTkJzm7a04nmLlUkYYGxcjIiwy8XNk+GOMjYtp+SmRzI/md+JNqiMo7L9vjdNBF1KSL58RLVtZ4uN9IUt69EsUJjbiWeLn2Ihn6JdIffRJgTaNqOy2grKrJ6Kfhp3y1DZDMtDj44PIVG5Z05CUF3ERz9AvnlpDvtaNqejyB6VWTU5TQ+5alZD09fj4ICJb6RcoXojo8KT68DLiBfmLF0rXf4Nuzbl18hoA4bdCqWpljn4uA74paIRZo2oUMM760TEJ5Ig6kRM0GBfhqVa9fEqRT7Bn8/ZWnMhGvdTSoGM7/NdskBP6byamSX1zSKf/no4GU5PUYRM0yLKMq8tfXDjvSv+fUq/a+xp2SA8zs/I0bVqfsz5H8PLcz3ffNfgiNkige7cO7NlzKPGznZ0N4WERXL8ekGNsYFG39v+1hizXiZLG2mmZlODRo6Tf1bCwCExNsz++/f77tvglG2MDHD68jdDQK7x585aDafRpkuIvTpiWhshU43xjkxKJflQqFa9evqZQvIa6FrU5f8mVsxdcGD1qGiqVioCAIBo3qU/BQgXInTsXtraWmKb47lrxG5cgLCxJQ3hYJMbGKTUUJ+xRsv7byzcUKlyQPHlyM2r0QBbOT71YSqFQ4H3mMLfvnefkiTNc9v30nVkCwVeb3JQk6Zv41ZF+kiT5S5LUXZKkupIkeUuSdFmSJHdJkozj/Q6QJOlSvN8DkiTliX/eNT6snyRJp+Kf5ZIkabMkSTckSboqSVLz+OeOkiQdlCTJTZKkYEmSFqanTZbld7Isn4j//yNwBSiZhlcpjbApv2ca8af3XE73eXJ6dOvA7mQ/iL8tXEmBgvk5d96FIYMd8PO7mWrlYVrxkElaVauaMXvOJEaM0GwVr1WrGuUrlOHI4czP2tREn/l3ScNLpm9oHB1HUtfCBusWnWnapD49e6Y+E+1T9aSHUk9J7fo1WTl7Df3bDsGktDFtu7XKPGAqDamfZUdDrfo1WDV7LYPaDsWktDFt0tGQNdtnr2wCqNVqLOrZUqacBfUs6lC9emUAevYaypLFMzl3xpk3b94SF6dKKegT9cjs33WYyPDH/O25nSlzxnLlkh9xcSr09PT4wbELHax70qRGKwIDghn8c99UcaRFWvmQnSV3Het1o2+bQUwfNpvRs4ZjWsYk80BZIK2ycHmbB382G4PXgt00HdEx8Xn4tbuss5nIpvbTaDy0PUpD/c+i4euTVqVI/ejKNk/WNhvLyQW7aRxvh6ZjOnFpgxux7z7fCu9ECWnkhe82D1alkxdrbCaysf00mnxCXqRV9rNaHk3KmlCmYil61O9J93o/UqdxbWo2qJGt9AGkNPIhu2/LCxUrRPkq5bjk7ZuNhD+9bUigTt2axLx/z+1bd7T8KJVKVm1YyKZ1OwmN3+aXBUGpH6XQ89LzEgFN+nO79Uhe+/hReqn2mZ56xQpSetloQsetyFa7kiEp4nl9/CJBzfpxp+0I3py5humi0doaihak5NIxhE1Ynn0N2Wgf63ZsSqla5fFadwSA26evE3DiKqMO/krvFSMIuRKM+hNevOSIOpEDNKTFp9TLclXKZq9eJiMn2uH/2QY5of/2pTRYWnWkfoPW2Nn3YsgQR5o2TX9V/JfSkB56ekoKFMhP46b2TJw0h1GjUp8f+LnS19fXx87Olv0HNLuVcufOxeRJI5k5a3EW4v96Nvhr15r/aw2fOqbJylguM81Vq5oxZ84khg+frOWnffs+lCtXD0NDg8QdlWmR3vfNqs7Lvn40rNeG5pbfM2bsYAwNDQi6fZfly9bidHgrBw5txt8/kLi4uAw0pB9/xjplJk0ZyeqVmxNXaSZHrVZj2aQ9Nap8x7d1a6U6gkCQBmo55//piK+5crM1EC7Lcm1ZlmsAbsAfQBdZlusCm4CEmzoOyrJcT5bl2sAtIOHGgelAq/jnCSfeDwOQZbkm8AOwVZKkXPFu5kB3oCbQXZKk1IdYpUCSpAKAPZDqAMRhw4bV9fHx6SpJkq9a/ZaSpsZERDzW8hP2KIJSJTUTH0qlkvz58/HiRRRhYUnPAU3Y8Mda/hOfJ4uzUKGC1KtXBxeXJDmvX7+h/4AxNGrYlv79x1CkSGH8rgdQ0jQpHlNT48St5gmEh0Um+lEqleTLZ8SLF5otAiamJfhr91oG9B/D/fuhANRv8C116tQk4JYPnsf3UdGsHK5uu9O1XcrvaGpqTHhK+4RFUrJk2hrSIzxc8wbozZu37N5ziHoWWTuL40nEU4qZJK0IKmZchGePn2UQIomnEU8J8r9DeGgEKpWaU+5nqFQz+43t04hnFDNJWiFY1Lgozx5n7czQpxFPCfa/Q0S8htMZaMisHKX0k5WymZyXL1/hfeosrWytADh/4TJW1p1o1MSO06fPc+fOfS3/keGPMTZNeptXwqQ4TyK1bR8Z8YQS8X6USiV58+UlOuolKpWKedOW0r75jwzpM5Z8+Yx4cC+UqjU0F2eFhmgmLVydPKhTL2tneWnKQlI+FDMuytPIrJUFIDHPwkMjuHL2GpVqZL8svI58gVGy1Sf5jAvx5nH6Zf/m4XNUsk19Wc3zO+F8fP+BYpXSev+S89HYIWlVmJFxIV4/Tn/LXsDh85jZaraMm5hXpPnkHgzxWYZFv1Y0Gtaebx1s0g2bHq8iX5AvG3nhf/gcldPIi2d3won9hLxI3S4U4XkW24WmrRoTcDWQmHcxxLyL4eIJX6rWqZqt9DUanlIs2erloiWK8DwyaxoSaG5viY/bGVQpX25kQET4Y4yTrXgoYVKcyBTHSyT3o/md0LQNCbTv1IZDB1xJyW/LZ3L/bigb1+zIsp7YyGdaqyD1jYsQ+/iFlh9V9Gvkj5oO//O/jpGnRoVEN0Xe3JTfPJ2IxTt5d/V2ltPV1vAc/WR5oWdchNgn6WuI2u1O7ppJ51wp8uamzMYZPF6ynffXsq8hOvIFBUyS6kN+40K8fJK6TlZqUgOb4d+zsf8iVB+TBkCeqw6xuO0k1vSeB5LE0/vZWzkKOaVO6F7Ds4hnWrsKipYoyvPIFxmESI2VfTN83M5mq14mR9d2+K/ZICf038IeRST2zSGd/ns6Gh6FpQ6boCHhezx9+pxDTq7Uy+AsvS9th7TSOxR/l8El32vExsZRvnzSWeyfywYArVs35+rVGzx5oul3VqhQlrJlS3PZ14PgoPOULGnMxQvuvH/3Xqc2UKvVvHnz9v9eQ2Z14u5d7TGNZuyatKLR1NSY8PCU49uIdMe3pqYl2LNnHf2TjbGT8+HDB5ydPTLcEh4WFqm1qtLUtASRKWwSnsyPUqkkX34jolKMsYNu3+Xtu/dUq6aZ2N2+bR/NmnagbasfiHoRzb27IelqCA+PxNQ0SYOJaQkiI1PPNZiWTNZ/y5+XqBfR1LWozczZE7jmf4LBQx0ZPXYw/Qdqn6f/6uVrzpy+QAsb7ct1BYLs8DUnN28ALSVJ+k2SpO+AUkANwEOSpGvAVJJWS9aQJOm0JEk3gJ5A9fjnZ4AtkiQNQHO5D0BTYDuALMuBwAOgUrzbcVmWX8qyHAMEANo3iKRAkiQ94C9ghSzL91K6r1q1amrTpk2fy7Lc1dCwAN26deCI8zEtP0ecj9E7/nKVzp3bceLkmcTn3bp1wMDAgLJlS1GxYjkuXrrKJd9rVKxYjrJlS6Gvr58qzi6d7Tjq4smHZGdR5s+fD319zUohx749OONzgdOnzlOhYlnKlCmJvr4+XbrYc/Soh5a2oy4e9OylWfX4/fdt8fY+mxjfwQObmTF9IefPJx28vmH9DipWaEC1qk1p2aIrd4Lv06Z16tu+E/D19aNixbJJ36Vre5ydtTU4O3vQO/6g5k6d2nEy3j7poVQqE5f16+np0bZNC27ezNrgLfBaICXLmWJcqgR6+nq06GCNz7FzWQp769ptjAoYUaCQ5uyyuk3qEBL0IEthM9bQnDPHzmYxrEZD/ngN32agIbNyBNkvm0WKFCJ/fs35cbly5aKF9Xfcvq05IynhxnoDAwPGjxvGunXbtdK6cTWAsuVKUbK0Cfr6erTraMtxN28tP8fdvOnU3Q6A1vYtOB9/Zl6u3LkSz9VsYtkAlUrFnaD7PI54QsXK5SlUuEC8W0PuBoVkyZa3rt2mVLmSiflg08Ga01nMB6P8edE30NS3/IXyU6teDe5nMd3khPvdo1C5EuQvVRSFvpJq9g0J8tC+6KBg2aQJYTNrc6JCNBP7+UsVTby0Jp9pEQqXNyb6UdbOG81pRKRhhzseV7T8JLdDxWR22Nl1NqubjmZ109H4bnLn3KrDXNmq3cZkhYS8KBCvoXoaeVEoRV68iNdQIFle5P/EvLjtdxvTsqaUKFUcPX09rNpbcdbjfOYBgSfhT6ndoBYKpUKzurthTULvpO4sZ0ag321My5lSIr5OWHew4qxH1trHBKw7NOe4U/a2ffpd8adc+dKUKm2Kvr4eHTq1wcNNOw4P1xN07dEBgHYdbDlzOmmLuSRJ2HWw5fBB7cnN8b+MIF++vMz4Jb0js9PmnV8whuVMMChVHElfj4L23/HKQ3tLu16xpK1l+W3qE3NH84JF0tej3LpfiDpwgpcuGf+WZcT760EYljVBv6RGQ367Zrz2TKGhaJIGo5YN+BC/zVXS16P0mqlE/+3FK9dP0/DQ7y5Fy5agUMmiKPWV1LFvzM0U9cG0elm6zhvAhv6LePP8VeJzSSGRp0BeAIyrlMakSmlun76ebQ05oU7kBA0p62XzDpbZrpfNOzTnRDbrZXJ0bYf/mg1yQv8tpYbu3TrgnEKDczoanJ2P0T0NDXny5CZvXs3lZnny5MampWWG/fcvYYeMcDrsnnjuv5lZeWRZpnTpkp/VBgl0795Ra0u6v38gpiVrY1apIWaVGvLoUQT1G7TC/dhJndrAwMAAT89T/5caslMn1q/fqZWWZnxbjjJlNHq6dk1jjH3UM3FnYadOKcbYBzczffpCzp1LWkn+zTd5KFFCswBHqVTSunXzRD1pceXydSpUSBrnd+pip7XwCcDF5Tg/9uwEQMfv23DKW9NulilTMvEG+FKlTDAzK8eDUE0/pkj8dy9Z0vdo8joAACAASURBVBj7Dq3Yv+9IBhpuUL5CWUonaOjcDrej2hpcXY7T40eNhg4dW3PaW9Nutmv1I+Y1mmNeozlr/tzCsiVr2LBuB4WLFCJffs1Z/7lyGWLZvDFBQammYASCLKP3tRKSZTlIkqS6QFtgPuAB3JRluVEa3rcAHWVZ9pMkyRGwio9jsCRJDYB2wDVJksxJe0NVAsn3LqrI/PuuA4JlWV6ejnscMBxw979+ki1b9xAQEMTMGePwveyHs7MHmzbvZuuWFQQG+BAVFc2PvYYCmkOE9+8/wg2/E8SpVIwcNQV1/FbyUT9PxeXoLpQKRWKcCXTv1p6Fi1ZpiahaxYzNm35HrVYTGBjM0CETUKlUjB0zHafD21AqlWzbtpdbt4KZOm00V67cwOWoJ1u37GXDxqVcv3GSqKhoHPqMAGDQ4D6Ur1CGSZNHMmmy5sbq9va9s3wreaKBVSp+/nkazkd2oFQq2bJ1D7duBTF9+liuXL6O81EPNm/ZzeZNywm4eZoXL6Lp3WdYYvjbt8+Sz8gIAwN97O1b0c6uJ6Ghj3A+sgN9fX2USgVeXj5s3LQri3rULJv6B0t3/YZSocR5jyv3g0LoP86RQL8gfDzOUqV2ZeZv/BWj/HlpYtOI/mMd6WXdD7Vazapf1/D7nsVIksTtG0Ec3nU0W/ZI0LB86h8s3vUbCoUClz2uhAQ9oN84R2773eaMxzmq1K7MnI2zMMqfl8Y2jeg31gEH659Qq9X8+etalu9ZjCTB7RvBHElHg0qlSrMc/ZOyaWxcnE0bl6NUKlAoFOzff4SjLpqbxMeNGULbdi1RKBSsXbuNEyfPUC5/CS09syYvZNPelSgVSvb/5cSd2/cYNXEwN64F4OV+in07nVj852w8Lx4iOuolowdqjkMoXKQgm/auRFbLREY8YdzQaQA8efyMlYvWsevwBmJj4wh/FMHEETOzmA8qFk/5nd93LUKhVOC8W1MWBozvS6DfbU4fO0vV2pX5beMcjArkpalNIwaMc+TH5n0pa1aGib+NRVarkRQKtq3aRUhw9ie6ZZUa9+lb+GHbRBRKBX57vXkWHEazMZ2JuH6fYM8rWDjYUq5pDdSxKt6/esvhMWsAKGVRmcZD7VHHqpBlNW5TN/M+6k22NWTG+BkLuHT1OtHRr2jRsRdDf+pNZ/vsH8eQEbJKzbHpW+m+bQKSUsH1eDt8F2+HO55XqOtgS5mm1VHHqoh59ZajY9Z+dg1u07fw47aJSPF58TQ4DMt4DUHxeVG+aQ1U8RqS50WPofao4vPC9RPyQq1S88e0VSzYMQ+FUoHbnmM8CHqAw9g+BF0P4pzHeSrXrsTM9dPJm9+IRi0b4jCmD/1bDuTU0dOYN67Neo+1IMtc8vblfIqJsKxqWDFtJQt3zkehUOC6x52QoAf0HefAbb8gznqco3LtSszeMJO8+fPSyKYhfcf0oW+LAQAUL1mcoiZF8TuXvYkslUrFtAnz2Ll/LQqlkj07/yYo8C7jJg/D7+pNPNxOsnvHQX5fMx8fXxeio14ytH/SbZsNG1sQEf5Ya9u5sUlxRo0bRHDQPdxOai4Y2LLhL/7afiALgtQ8mr6W8ttmIikVvNjrSUzwQ0qM+ZF31+/wyvMiRR3tyWdTH+JUxL18Teg4TRehgF1T8tavjl4BIwp10VyKFDrud94H3M8oxTQ1hM9cQ9mtvyIpFETt8+BDcCjFfu7J+xvBvD5+kcKO7TFqUR9ZpUYV/ZpH4zUa8rVtyjf1qqMsYESBzprLBcLGLyPmVtY1qFVqDkzfzKBtv6BQKriw9wSRwY9oPborD2/c46bnZdpP7olhHkMc/9RsyY8Ke8bGAYtR6usxYt9MAGLevGfH6JWftC09p9SJnKFhJb/tnJdYLx8EPcBxXB9u+yVpmLVhhkaDTUMcxvTmpxaaLbXFSxan2CfUy5xkh/+aDXJC/01CMxY5mkLDjBnjuJxMw5YtK7gVr6FnMg379h/hegoNxYsXZf++jYDmmKXduw9x7NhJADp0aM3yZXMoWrQQTk7b8PO7SVu7np/dDgA7tq/CslkjihQpRMg9X2b9ulgzFtmymw3rl3Dt6nE+foyl308/kyuX4We1AWi2oLds0YyhQydmWu6+RFnIrg3+XzVkp04kTEwmz5fRo6dz5IhmjL11q2aMPW3aGK5cuc7Ro55s2bKHTZuW4e/vTVRUNL17Dwdg8GAHKlQoy6RJI5g0STPutrfvjSRJ7N+/AQMDA5RKJd7eZ1m/Pv1dJyqVinFjZ3Hw0BaUSgU7tu8n8FYwv0z9matXbuDqcpztW/eybsMSrvp5ERUVTT9HzT0VDRtZMHrsIGJj45DVasaOnsGL55rdGdt3rqJQoQLExsYxbsxMoqNfZahhwrhZ7D+0CaVCyc7t+wkMvMPkKaO4evUGbi5e7Ni2jzXrF+N7zZOoqGj69x2dbnwAxYsX5c+1CxPz5dBBV465ffqLqf8KaR1HKNAgfa0bqSRJMgFeyLIcI0lSR2AgmhWWvWVZPidJkj5QSZblm5IkPQOqAVGACxAmy7KjJEkVZFm+Gx/fVaAvYA1Ul2X5J0mSKqGZNK2EZou6hSzLw+P9O6O5NOhkOvrmAFWBrrKc+f31egamOr/Ky1BP92fuxak/bcvP58KisO7P5VBmOL/+dTj7NFDXErQmN3VFYf0ve9N3VrDXN9Vp+hMuz9Zp+gBL6k7XtQRi0zrI8yvjrc760QdfClXmP2dflOB32d+i/LlxNiqvawnoKXXfEd2ozqtrCdxQZf8G8f83csJNsGmeKfmVEXbQcPKxv64l6LwXq/uSoHsbQM6wgwD0lV9t7Ve6GOQADUpJ9/dOv3gdnBOqZo7jzeTOOb65yDv/gE7y7mvWnJrAIkmS1EAsMATNSsgVkiTlj9eyHLgJTAMuoNlifgNImLFYJEmSGZrfoOOAHxAIrInfwh4HOMqy/CE7HRZJkkoCU+LjuhIfdqUsyxv+0TcWCAQCgUAgEAgEAoFAIBAIBF+Mr7kt3R1I69rtVKfGyrK8GlidxvNOaYSPARzT8LsFzfb2hM92GWh7RM54aScQCAQCgUAgEAgEAoFAIBBoo8PbyHM6ul9vLBAIBAKBQCAQCAQCgUAgEAgEn4DuD3T4ykiSdAEwTPG4tyzLN3ShRyAQCAQCgUAgEAgEAoFAIBB8Gv+5yU1ZlhvoWoNAIBAIBAKBQCAQCAQCgUCQZcS29HQR29IFAoFAIBAIBAKBQCAQCAQCwb8SMbkpEAgEAoFAIBAIBAKBQCAQCP6V/Oe2pQs+L5KOL5m//PwOTxyq6lSD+k2sTtMHMD6o+6pcQP8bXUugk35JXUtApeP0F9edruNaCWMv/6pjBbCw7jRdSxAAZnmMUUq6fY86Tv1Bp+kDoNa1APB7dVXXEjhesJKuJeQIDsn5dJr+KfUznaYPIEm6/qXKGSiEHZAAtazbbZY5YZNnTigLus6HnECsKo7KBXU7nlDJuu80PHzzVNcSBIJso/sZEYHgH6DriU2BIKeh+66xQJCEric2BYKchq4nNgWCnIaYUBPkJHQ9sSkQZEoOmPzOqYhRh0AgEAgEAoFAIBAIBAKBQCD4VyImNwUCgUAgEAgEAoFAIBAIBALBvxKxLV0gEAgEAoFAIBAIBAKBQCDIyajFUR7pIVZuCgQCgUAgEAgEAoFAIBAIBIJ/JWJyUyAQCAQCgUAgEAgEAoFAIBD8KxHb0gUCgUAgEAgEAoFAIBAIBIIcjCy2paeLWLn5D2hla8VN/1MEBvgwYfywVO4GBgbs2rmawAAfzvocoUyZkoluEycMJzDAh5v+p7C1scw0TuvmTbl4wQ3fS8fwPvE3FSqUTZWejY0lV68d5/qNk4wdOyRNPVu3reT6jZOc9D5E6dIaPdbWTfE5c4SLF93wOXMES8tGiWH09fX5Y+U8rvl5ceXqcTp0aJ2hTWxsLLl+/QQ3b55i3LihaWrYvn0VN2+e4tQpp0SbFCpUAHf33Tx7dotly37VCqOvr8+qVQu4ceMkfn5edOzYJkMNyVFWt+CbWRvIO3szBq26pelHr24zvpmxjm9mrCP3T5MSnxt2+knzfOZ6DLuntmdW0atVD6NFWzFash1D+x/S9KPfwBKjhZsw+m0TeYZNSXwuFS7GN5MWYrRwM0YLN6EoUjxLadrYWOLn54W/vzfjxqVdFrZvX4m/vzenTmmXhTNnnLl0yZ0zZ5yxtGycGMbJaSsXLrhy+bIHK1bMRaHIevPRyKo++0/v4OCZXTgM75nKvU6D2mx338C5UC+s21mmcv8mbx6OXj7A+Lk/ZznNlJSzrEV/r0UM8F5CgyH2qdzNe1rT130+Di5z+XH/NAqbmQCQr2QRRt/ehIPLXBxc5mI7t+8nayhvWYuBXosY7L2EhmloqNPTmp/c59PPZS69kmlIIJ9JYcYGbKD+wLafrKGcZS0GeC1iUDoazHta0899Pn1d5tIzHQ1j/qGGjJg6bynN2vWgY6/BXyT+BMpb1mKw1yKGeC+hURp2+LZnCwa4L6C/yzz67J9OETNTAExql6e/yzzNn+s8Krey+KT061lZsPnkBrae3kyPoanbppoNarDaZSXu9134rm1TLbcBv/zEBs91bPRaz7BZn9421bOyYKv3Jnb4bOGHYd1TuddqUJO1rn/iGeJGs3bfJT43b1yb9e5rEv/c7xylSavGqcJnVUNOsMN/UYN1i+845+vGxavHGDl6QCp3AwN91m9exsWrx3A7vpdSpTV1oFRpU0Ij/Thx+hAnTh9i0bJZAOTOnYtde9dy9pIrp887M23m2OyYgLyW31L5+Goqn1xL0SFdUrkX7NKCapd3YObyO2Yuv1Oouy0AuaqVo8LBRVQ6tgoz1xXkt2uaKuy/SUMFy1oM9VrEcO8lNEmjbarbswWD3Bcw0GUejinapoEu8zR//6Btgv9uncgJ6dvaWuF/w5uAAB/Gj0t7bLFzx58EBPjgc1p7bDFh/DACAnzwv+GNTbKxxfDhP3H1iifXrh5nxIifcqyGzz2uKlnSBM9j+7hx/SR+17wYMTwp3Vkzx3Plsge+l47henQXxsbFdZ7+58qHQoUKcMx9Ly+e32b58jlaYX6dNYG7dy7y4vntNPMAdJcP7q5/4XvRncu+Hvhd82LG9NS/IUsWzcT30jF8Lx0j4OZpnj0JSPd7pMeypb8SGODDlcse1DGvkfj8w/tQfC8d48Dx7azctijd8E2bN8T5zF5cz++n/4g+qdzrNjRnn8dW/MLOYGtnreW29q/lnAvyZNWOJdnWnb6eRrie3Y/7hYMMGOGQyt2iYR0OeG7HP/wcrVLoyQ45YZ5BIMgMsXLzE1EoFKz4fS6t2/7Ao0cRnD/nwhHnY9y6FZzop1/fH4iKekmVak3p1q098+dN4ceeQ6ha1Yxu3TpQy9waE5PiuLvupmp1zcAxvThXrpxPp859CQy8w+BBDvwyeRRDB0/Q0rN02a/Y2/UiLCyS06cPc/SoB4GBdxL9ODh2Izr6JbVqWtGliz2z50zCoc9wnj+PokuXn4iMeEK1apVwOrwNs4oNAZgwcThPnz7HvLY1kiRRqFCBDG3y++9zaNeuJ48eRXDmzBGcnT0IDEyyiaNjd6KjX1K9ejO6drVnzpzJ9O49jJiYD8yatYRq1SpTvXolrXgnTRrB06fPqFnTKlMNWkgKcv8wjLfLJyNHPeObyX8Qd/086ojQJM3FTDBs3Z23i8bAuzdIRvkBUJavhrJCdd7+qplgyTNhCcpKtVAFXc9a2sk1OI7i7fzxqF88xWj2amKvnEUd9iBJQ3FTDNv/yJuZI5HfvUHKl/T9vhk8iRinncT5XwbDXCBn/qZGoVCwfPls2rXrSVhYJD4+h3F29kyVD1FRL6lRw5KuXe2ZO3cSvXsnlIV+RMSXhSNHtlOhQgMAevUaxuvXbwD46681dO7cjn37jmRJz4R5oxneYwyPI56y1WUdp9x9uB+cZIPIsMfM+nkevQb3SDOOwRP6c+X8tUzTSg9JIdFytgN7ey7gdeQL+hz+lTuel3keHJ7oJ8DpHNd2egFQseW3NJ/ai/0OCwGIfvCYrW2npBl3djTYznZgd88FvIp8gePhXwlOoeGm0zmuJtPQcmov9sRrAGgxvSd3T/p9Fg2v09GQ0g4tpvZibwoN9/6Bhszo2NaGHzu355fZi79YGpJCovVsR3b1nM+ryBf0OzybYM8rPAsOS/Tj73SWKzuPA2DW8ltaTu3JboeFPLn9iI32U5FVavIWK0B/13kEeV5BVqmznL5CoWDEnGFM/HEyTyOescr5D856nCc0OKltehL2lIVjltBtkPYES7W61ahuUZ2Btpq2afnBJdRuWAu/89lrmxQKBaPmjGD8jxN5GvGMNUdXcvbYOR4k0/A47Am/jVlE90FdtcJeO+vHgFaa9I0KGLHDZwu+3pezlX6Chpxgh/+iBoVCwYIl0+nasS/hYY85dmI/bi5eBN2+m+inZ5+uREe/on4dWzp2bsv0WeMY0Hc0ACH3Q2n+XcdU8a76YxNnTl9AX1+fg4e30KJlM457nsqKETD9dTD3e00jNvI5FQ8v5ZXHBT7ceajlLdr5NOEz1mo9U7//wMMxS/kYEoFesUKYOS/j9amrqF+9zTzdHKZBUki0me3Ijvi2qf/h2dxO0TbdcDrL5fi2qVLLb7Gd2pNd8W3T+mRt06BPaJs0Zvhv1omckH5CP7pt2x959CiCc2eP4ux8jFvJ+m99+/YgKvol1ao1pVvX9syb+ws9ew2lahXN2MI8fmzh6voX1as3o2oVM37q9wONm9jx8WMszs47cHX14s6d+zlKw5cYV8XFxTF+wiyuXvMnb95vuHjBDc/jp7h1K5jFS1YzY6ZmAmv4sH5MmzqGFtZNdZb+1CmjGTFi8mfJh5iYD8yctYjq1StTvXoVrfx1PurJn6u3EHDzdLr5r8t8qFmzGoMGj0NPT49TJ//Gze0EFy5eSUx77PiZif8PG9oX82STk1mhTWtrzCqWo0q1pjSo/y2rVs6ncVPNS6T372OwqGdL5YIl0w2vUCiYsmA8A7qN4HH4E/a4b+GE+2nuBiWV5Yiwx0wZNRvHIakXc2z6cwe5c+eia5/vs6U7Iz3Tf5tAv67DeRz+mH3HtuLlfiqFnkgmj5xFv6G9/lE6up5nEAiygli5GY8kSW6SJPlJknRTkqQ1kiQpM/Jfv14d7t4N4f79UGJjY9m714n29q20/LS3t2X79n0AHDhwFOvmTeOft2LvXic+fvxISMhD7t4NoX69OhnGKcsy+YyMAMif34iIiMdaaVlYmHPv7gNCQh4SGxvL/v1HsLOz1fJj186WnTsOAPD33y5YWWlW2vj53SQy4gkAAQFBGBoaYmBgAECfPl1ZvOjPRA3Pn0ela5N69cy19O/bdwR7e20N9va27NixH4CDB11o3rwJAO/evefs2Ut8+BCTKl4Hh24sXLgqSxqSoyxXGfWTcORnkaCKI9b3JHq1G2n50W/aho8nj8A7zaSd/PplvIuMpG8Aenqgp4+k1EN+lbV0tTRUqIL6cRjqpxGgiuPjeS/062qvcDKwbsdHDyfkBA2vogFQmJYBpVIzsQnwIQY+fsg0zYR8SCgL+/Ydwc7ORsuPnZ0NO3dqysLBgy5YWWnywc/vJhHplIWEiU09PT309fWRszDRClC9TlUehoQRFhpBXGwcHk7HsWylvcoh4lEkd27dS3OZfZWalShUtCAXvC9lKb20MDavQHTIY14+fIo6VsWtI+epaFNXy8/HN+8T/9fPYwh83iX/JuYViAp5THQyDZUy0GCQxxA5mQYz27pEhz7lWVAYn4pxvIYEOwQcOY9ZJnb43Boyw8K8JvnzGX2x+EGTFy+S5UVAJnmhKQ8a4mI+Jk4WKA31s/K+IRWVzSsTHhJORGgkcbFxnDx8kia22m3T40ePuR94H7WsPTEhyzIGhgboGeihb6CP8n/snXdUFFcbh5/ZBayIIki1966x996iqNGoSaxJjD2JGo0msSQxMUZjYkw0tth77FLFiiIWULELFlRgQRCwF9id749dll12wQXLki/3OcdzZOa99/3tOzN37r1zi60NyYk5L5uqZNKwf+dBmnU0Lpvio+O5fukGmmymv7Tq2oITB07y7OmLy6bM5IU4/Fc1vFWvFlHXb3IzKprU1FR2bPOhS9d2RjZd3m7LpvXbAdi9I4AWrZqYy0rPkydPCT58HIDU1FTOhl/EzcOy2QYF61Tk+U0Vz2/HI6emkbI7iCIdG1mU9vmNWJ5HqQBIu5NE2t172DgWsShtXtPgkek9cWH3MSrnomyyyWXZBP/dZyIv+M9cj968eafZerS+bbHNhza6toWXV0eTtkWDBnWoUqUCx4+f5smTp6jVag4HHct2dJS1NLyOdlVc3B1OnzkPwMOHj7h8ORIPd1cgo04LUKhQQZydHa3qP3Od+mWuQ3qb6qmZ9/KJE6eIi7tjcjyvXIfU1FQAbG1tsHlBW+O9fj3ZtGmH/u8vxo8g5KgPp8ICzY761MasE2vWaduhx0+cwqGoA66uJbL0kZmab1Xj9o1oom/Gkpqahu+OQNp0bmlkE3tbRcTFq8ga0w9Lxw+H8ujhY4v9vYhab1Xn1o3bRN+M0erZHki7zsYz4GL0enLfrskL/QwCAzRy3v9nJUTnZgZ9ZVmuDdQAnIE+2Rm7e7hyOzpjtFN0jAp3XUFtzkatVnPv3n2KFy+Gu7uZtB6u2eY5fPgEdu9aQ9T1UPr3783Ps/809uXuQnRMRtqYGBVu7i5Z2qjVau7ff0Dx4sWMbHr27MLZ8As8f/4cBwdtxXzatC8IPurNmrULKFHCKeuYuLsSHW2swd1EQ4ZNVhoMSdcwffoEQkJ8WLfur2w1GCIVLY4mOUH/t5yciKKocVqFiycKFw8KTvyVgpPmoayuncalvn6JtCvh2M/egP2cDaRdCEMTZzx6wxIUjk5o7mZUIjRJiSiKORvZKF09Ubh5Unj6fAp/9yc2tRroj8uPH1Jw7HcU/nEx+d8fDtKLH1ltjFX6v2NiVHh4uJqxyf46vPPO24Tr7oV0du1aza1bp3j48BHbtvlaFANnVyfiYzNiEK9KwNnNOZsUGUiSxNjpo5k/4y+L7LOisGsxHqiS9H8/UCVh72p639Ud1J5PgubS6qv32Dd9tf64Q0lnBvv+wPubvsGzQeVca7hvgYa3BrVnRNBc2nz1HoE6DbYF8tFkZDeOzNuWK9/p2FsYh7cGtWe4TsNeAw2NX4GGvIC9qyMPVHf1f9/PIg71BnVgVNCvtPvqfQKmr9Ifd69TnmGBPzMsYBb+3yzP8cgoJ9fi3InNKJsSVIkUd7WsXLt06hJnQsLZHLqBzWEbCD0Uxq2rOS+bnNycuKMy0BCXiJObZRoMadO9Nft2HMhxOsgjcfiPanBzdyEmJk7/d2xMvMm0SFc3F2JitO+S9PeEo6P2OSlV2pP9h7ez02cNjZsYd74BFHGwp2OXNhw+FGLR77B1KU5qbKL+71TVXWxdipvYOXRpSkW/+ZRaOBlbM/drgdoVkWxteH4zzuTcv0GDvasj9ywom+oP6sCYoF9p/9X7+BuUTR51yjMi8GdGBMzCJxdlE/x3n4m84N/D3Y3o24b1tzjcPdwy2WTU8dRqNffu69oWHm7Gdb/oODzc3bhw8QotWjTC0bEoBQrkp3Pntnh6Gi83kxc0vI52lSGlS3tSp3YNjp84rT824/tJ3Lh2kvfffwcfn71W9f/td8bToF/mOrwM1r4O38+YS+jJPahizrJvXxAnTp7GHKVKeVCmTEn2HwgGoEP7llSoUJYmTbtSr35H3qpbixbNTT9Oebi7En3boK0ardJ3tObPn49jIb6s9/2btl1amqQFcHEtgSo2Y4BRfOwdXFwta9O8DlxcnVHFZOiJU8XjYmEbKyfkhX4GgcAS3ljnpiRJhSRJ8tGNjjwvSVI/SZLqSZJ0SJKkMEmSAiRJctPZfiJJ0kmd7VZJkgrqjvfRpQ2XJClIdyy/JEkrJEk6J0nSaUmS2uiOD5EkaZtuRGakJEmzs1YHsizf1/3XBrDjBcO2JEkyl4cFNlmnzS7Pzz//BK/uAylTrj6rVm3ilznTc6yHF9hUrVqRGT9M5tNPvwbAxkaJp6c7ISGhNGvajRPHTzFz5tcmeeREg0U6DTDU0KRJV44fD2PWrClZ2mdSZOZYJl8KJYoSHjyeO5Eny36iwMCxUKAQkrM7CreSPJjcnweTPkBZpTbKijmb+pClhsy/V6lE4eLJwx/G8fjPHyj4yQSkgoVAqcSmck2erlvEw6kjUZRww65lJ9P8Mns06zJn16Fq1Yr88MNkxoz5ysime/dBlC3bgHz57PRf5F6sJ2fX3JB3h7xD8P5jRp2juUEycx3MSTi9ei9LW37BoVkbafKpdsrlozspLGoyllVvT2H/jHV0mz8Ku8IFXpuGU6v3sqjlFxyYtZFmOg0txvfixDJ/Uh/nfHRcZhWmIsxrWNzyCw7O2khTnYbm43tx8pVoyJuYuyfDVgeysOV49s/aSPNPM6bgxp65xpIOk1jefSpNR3VHmc82R77MPROWDrNyL+NO6Qolea9hf/o1+IC6TWtTs1HOyybz92POvrQ6lnCkXJWynDwUmmP/kEfi8B/V8DLv6/i4O9St3oa2Ld5h6jezWLRsLoXtC+ltlEolS/7+lWWL1nAzKtqi35HFi8voz/t7T3C5+cdEdvmMh8FnKDnXeA1mG+dilPp1PNETf7c4fnlOgznM5BO6OpA/W45n36yNtDAom2LOXGNRh0ks6z6V5rkom+C/+0zkBf8vU3/LKu3ly1eZ88tC/Hw34L17LWfPXSQtLS3PaXgd7ap0ChUqyOZNSxk/YbrRSMGp036mbPkGbNiwnc6d21jV/+hRxuu5v4q6fG6w9nUYOWIw9Rt0pHTZ+jSoX5fq1c0PKOjXHINwaQAAIABJREFUtwdbt/mg0Y2O7NC+FR3atyL05B5OngigcuXyVKhQNke/r2z5hjRu8jZfjpzK5O/HUbK0h6ljs9VoK27u8hruAfNurN/PIBBYwpscudkZiJVlubYsyzUAf+AP4F1ZlusBy4EfdbbbZFluoBtJeQlIX3l4GtBJd7y77thoAFmWawLvA6skScqvO1cH6AfUBPpJklQyO4GSJAUAd4AHwBYz54dJkhQqSVLo7dvXKWnw1dHTw81kqnhMtEpvo1QqcXAoQlJSMjExKtO0sfFG9oZ5Ojk5UqtmNf3Xq83/7KJJE+OF4mNi4vD0yEjr4eGmHwKeTqyBjVKppEgRe5KStFOg3T1c2bBxMZ8MHc+NG9o1he7eTebRo8fs2hUAaKcv185mbZOYGJXRl1gPDzf9FGdzNpk1mCNdw86d/joNPhavryKnGI+SlIo5oUm5a2yTnEhaeAho1Mh349HER6Mo4YFt3aaor1/WTgV/9pS086Eoy1a1yK8hmqQEFMUzpjsoHJ3QpCSa2KSdCga1Gk1CHOrY2yhcPdEkJaCOuqqd0q7RkBoWjLJsxRf6jImJw9Mz4+uuh4cbsbGZ7s1sroOHhyubNi1hqMG9YMizZ8/w9g40mR6TFXdUCbi4Z8TAxc2ZxLjEbFJkUKtedfp+2Iudxzfx+bRRvP1uJ8Z8PdyitIY8iEvC3s1R/7e9myMP47Oe+nBp1zEqdtSORlI/T+NpirYSFn8+ipSbd3As65pl2uw0FMmBhosGGtzrVKDNV+8x8shvNPioE01Hd6fe4A5Zps1OQ+Y4PMiFhvofdaLJ6O68lQsNeQFtHDJGZBVxc+RhfNbl0IVdIVTqaLo5x92rsTx/8owSlbJen8kcCapESrhnlE3Obk7cjb+bTYoMmndqysXTl3n6+ClPHz/lxIFQqtbNedmUoEqghMHXfWdXJ+7GWaYhnTZerTjiH4w6TZ1j/1oNeSEO/00NsTFxRiP63T1cTKYqqmLj8NCNFEp/TyQnp/D8eSrJydrn5eyZC0TduEV5g0bkr7/P4Pq1KBb/tQpLSY1LxNY9Y8SGrVtxUu8kGdmoUx4gP9d2iCRt2EOBGhX05xSFC1B2xXTi5q7l8emsN8rI6xoexCXhkKlsepBN2XR+VwiVzZRNiVdjSc1F2QT/3WciL/iPjlHhWdKw/uaKKjbO1MYz47l0KFKEpKQUYqJVxnU/T1diVdq0K1dupFHjLrRr/y7JSSlZrrdpTQ1ZtYGysrGkXQXapZT+2bSUDRu2s2OHn9nfvGHjdurWrWlV/++8Y7xJ48tch5fB2tchPQ737t3nUNBROnVsbda2b98ebNq0U/+3JEn8PPtP6jfoSP0GHalSrTkrVm5k5IjB+g2I3NxcdHE1aKt6uhGr+33pvzP6Ziwnj56iak3TjtV41R2jEYsu7iW4Y2Gb5nUQr7pjtPyLq5vLa9GTF/oZBAZoNHn/n5V4k52b54D2kiT9LElSC6Ak2inggZIknQGmAOm1sBqSJB2WJOkc0B+orjseDKyUJOkTIH1NzObAGgBZli8DN4H0HWn2ybJ8T5blp8BFoHR2AmVZ7gS4AfkAk+3EZFleIstyfVmW64eFXaFChbKUKVMSW1tb+vbtwW7vPUb2u733MHCgdnZ7795dOXAwWH+8b98e2NnZUaZMSSpUKMuJk6c5GXrGbJ7JyfdwcChCxYrlAGjfrqXR5jAAYWHhlK9QhtKlPbG1teXdd73w8Qk0svHxDaT/gN6AdsrxoUNHAe3U721bVzB92myOHTPeFMLXdx8tW2oX/W3TppmJX0NCQ8ON9Pfp44W3t7EGb+9ABgzQLr7eq9fbHDx4NMv89Lp99up3VmvTppnRotbZoY66gqKEB1JxF1DaYFu/NWnhx4xsUsOPoqxcGwCpUBEUJTyRE1VokhKwqVQLFApQKLGpVBNNnGlH3ws1XL+MwtUDhbMrKG2wa9yW1DDjaXqpocHYVK2j1VC4CEo3TzR3VKivXUEqZK/f5MimWl3UBhsRZUX6dShdOuM6mNwLPnvp3197L/Tqlele2LaCadNmExKSMRqrUKGC+jVplEolnTu34YrBxhPZcfHMZUqV9cS9pBs2tjZ06NGOoD3BFqWdOmYGXg360KNRP37/fiG+WwL4c+biFyfMhCr8OsXKuuJQ0hmFrZKqXo25GnjKyKZYmYzKQfm2dUiO0lYiCzjaIym0XyMdSjpTrKwLKbdyPpI01oyGyGw0VDDQsLbPDP5qPo6/mo/j5PIAji7YRdgq42tqCarw6zgaaKj2gjgYalhnoCF0eQAhC3ZxKhca8gKxZuIQEWhc9hnGoaJBHBxKOiMpta/OIh5OFC/nRkp0AjnhSvgVPMp44FrSBRtbG1p3b83RwGMvTgjciU2gdqNaKJQKlDZKajWuya2rOS+bLodfwaOsB64lXbGxtaFtj9YcDbRsCnE6bXu0Yd/O3E1Jh7wRh/+qhtOnzlG2fBlK6eoMPXt1xd93v5GNv+9++n2g3fTAq2cnjgRpNRUvXgyFQvsMlC7jSbnyZbgZpZ12+9WUsRRxKMw3k2da/PsBHodHYlfGHVtPFyRbG4p6teR+4AkjGxvnjOltRTo05Ok1rU/J1obSi78hedt+7vla9m7JqxpidGVTUV3ZVN1M2eRoUDZValuHJF3ZVNSgbHLIZdkE/91nIi/4z1yP7tu3h9l6tL5t0asrB3VtC2/vQJO2xcmT2o0YnZ21HeYlS7rTs2cXo06hvKIhqzaQITltVwEsXTKXS5evMu/3JUZ5GY7q8+rWkfDwi1b1n7lO/TLX4WWw5nV4r19Prl/XtnPy589Pu7YtzLY1KlUqT7GiDoQcy2in7Ak8yIdD+lGoUEFAu/yWs3Nx/lq0St/hqVLF4+29h4H9te3QRg3f4v69+8TF3aFoUQf9OpBFHR2o27C20aY86Zw/fYlS5UriUcoNW1sb3u7ZgQMBFmya95o4d/oipcuVwqOUu1bPOx3Y/xr05IV+BoHAEt7YbumyLEdIklQPeBv4CQgELsiybG6F+pVAT1mWwyVJGgK01uUxQpKkRkBX4IwkSXUwP/c4HcP5k2os+L2yLD+VJGkX0EOn0SxqtZrPx07B12c9SoWClas2cfFiBN9On0BoWDje3oEsX7GRVSvnc/niEZKTU/hgwChAu5juli27ORd+gDS1ms8+/0Y/rN5cngDDR05k86YlaDQyKckpDB32hYmeL8ZPY+eu1SiVSlav3sylS5FMmTqOU6fO4euzl1UrN7Ps7185e+4gyckpDB70qTbvEYMoV740k7/6jMlffQZAd6+BJCTcZeqUWSz7+1dmz55GYmISw4dPzDJ2arWasWOnsnv3GpRKJatWbeLSpQimTRtPWNg5fHwCWblyE8uXz+PChSCSklIYNGiMPv2VK8HY29tjZ2eLl1cnunUbwOXLkUyZ8hPLl89jzpzpJCYmMWyY+UWiTdBoeLpxAQU/n4mkUPA8eA8a1U3yeQ1CfTOCtLPHUF8IxabaWxSavgRkDU+3LkV+9IC0sMPYVK5NoWmLQZZJuxhK2tnjlvnNpOHJyj8oNOlnUCh5fsgPTUwU+XsPIe1GBGmnjpJ29iQ2NetjP3u51n79YuSH2lUSnqxfROGvfwFJQn0jguf7fV7oUq1WM27cNHbvXq27Dtp7YerU8Zw6dRYfn7266/Ab588fIjk5hYEDtddhxIjBlC9fhsmTP2XyZO394eU1EEmS2LJlGXZ2diiVSg4dOsrSpWstCoFarWb2N/OYv/4XlEoFuzb6cj0iiuETP+JS+BWC9gRTrXYVZv/9A0WK2tO8Q1OGT/iIfm0G5zzeWSCrNeydtoo+q79EUio4t/kQdyNjaD6+N3Fnb3B17ynqDu5ImebVUaeqeXb/ET7jtZ2oJRtVofn43mjS1MgamT1fr+DpvRzuwqvTEDhtFe/pNJzdfIjEyBhajO+NSqehnk6DJlXN0/uP8B6f847cF2nYM20V/V6gobSBBp9XrOFFTJw+i5Onz5KScp92PQcw6uOB9PZ68XIMOUFWawiYtpL3V09CoVQQrotDS10cIveeov7gjpRtXgNNqpon9x+xa/wiAErWr0zTUV5oUtXIsgb/KSt4kvzwBR6N0ag1/DF1AbPWzkShVOC/aQ83I24y+ItBRJyNICTwGJVrV+LbpdMo7GBPk/aNGTx+EEPbDyPI5zB1mtZmaaC2bDp5KJRje3NeNmnUGuZP/ZPZ635CoVDgtymAqIibfDhhMFfCIzgaGELl2pWYsexbCjsUpkmHxnw4fhAftvsEABdPF5zdnQkPydkuyHkxDv9FDWq1mq8mfM/mbctQKJVsWLuVK5evMunrzzhz+jwBfvtZt2YLC5fM4cRp7UfWYR9pd0pv0qwBk77+jLQ0NRqNmgnjppOSfA83dxfGTxxJxJVr7A/SbkT099K1rF1tMhHGjCANsdMWUW71d6BUkLx5L88ib+Eyrj9PzkVyf+8JnD70okj7RshqNeqUB0RP+B0Ah67NKdywOjbF7Cn2rnZTpNsT5vH0Ytaj0/KqBlmtwW/aSvqvnoSkVHBm8yESImNoPb43sWdvELH3FA0Myqan9x+x06Bses+gbPLNRdkE/91nIi/4T69H+3ivQ6FUsGrlJi5eimD6tAmEndK2LVas2MjKFb9z8eIRkpNSGDBQ17a4pG1bhIfvR52m5vPPp+jbFps2LqF48WKkpqbx2effkJJyL89peB3tqmZNGzBwwLucPXeR0JPaDrqpU2fh57+fmT9+RaVK5dFoNNy6FcOo0ZOpXauaVf2/qusAEHElhCJFtG2q7l6d6Nr1Ay5djuSnmd/Qr19PChYswPVrJ1mxYgMzfvg1T1yH5OR7FC9ejFNhgSgUCrZs2Y2P714j3wDv9evB5n+MO8cD9wZRpUpFjhzeBcCjh48ZNORTEhKMR1z7+u2jc+e2XLkUzOMnTxg6dDwAVatUZOHCWWg0MgVs7Vj2xyqznZtqtZofv/qFJRvno1Aq2L5hN9eu3GDMl8O4EH6JAwGHqVGnKr+vmE2Rova07tiC0RM/oUer9wFYvXMxZSuUpmChAuw7vZtp434g+GAu2pcGemZMns3fm+ajUCrZun4XV69c59NJwzl/5hIHAoKoUacaf66cTRGHIrTp2JwxXw7Hq2W/HPuxdj+DQGAJ0utYl8GsI0lyB5J0nYc9gWFoR1gOlGU5RJIkW6CSLMsXJElKBKoByYAvECPL8hBJksrLsnxNl99p4EO0Iyyry7L8sSRJldB2SFZCO0W9vizLY3T23sAvsiwfNKOtMGAvy7JKkiQbYB1wWJblPzPbpmNj52HFBTa05LPJ+VpKrxq1FYcdA9wZnPPpTq8azcNUa0vAbZtloyhfJzWKZTsw+o3Qx7aUtSWQuwm6r47svva8Kb4I+97aEphdb6q1JXBAY72pSumoZeuW0UoLNkETvBnC70dZWwL7ilV6sdH/OTvknO+i/qoJygNlk0BL0J0L1pZgdTRvqC2a11GYW2jzDSOuBVQulvPlPF411q67Adx+mPOR/6+aR4+jrP9Q5EEejOqS5x9U+4V+Vrl2b2zkJtp1L+dIkqQBUoGRQBowX5IkB52WecAFYCpwHO0U83OAvS6POZIkVUTbft8HhAOXgUW6KexpwBBZlp+ZXQw8awoBuyRJyod2uvt+YNFL/FaBQCAQCAQCgUAgEAgEAoFA8Jp5k9PSA4AAM6damrH9C/jLzPFeZtI/BYaYsV2Jdnp7+t/dstEWDzTI6rxAIBAIBAKBQCAQCAQCgUAgyHuI+WICgUAgEAgEAoFAIBAIBAKB4F/Jm5yWnieQJOk42t3QDRkoy/I5a+gRCAQCgUAgEAgEAoFAIBAIskWT55fctBr/uc5NWZYbWVuDQCAQCAQCgUAgEAgEAoFAIHh5xLR0gUAgEAgEAoFAIBAIBAKBQPCv5D83clMgEAgEAoFAIBAIBAKBQCD4NyHLYlp6VkgiOLnDxs7D6oGzUSitLQG1Rm1tCfRys+5G90/lNKv6B0hWP7G2BB5rnltbAjFP7lpbAiMd6lrVv2RV71rywpSAL8NmWFsCneuMsLYE1GisLQGlle8IDVZ/XaPIA0+miEPeITjxslX9nylVw6r+AdLSrP+mWKopbG0JLIw9bG0JAsgDpaMgnbzwlnAq6GBV/49Sn1rVP4BzgaLWlsC1xFN54XbIc9wf3inPF1lFFgdY5dpZv2YhELwE1u7YFAgEAkHWWLtjUyDIa1i7Y1MgEAgEWWPtjk2BQJB7xLR0gUAgEAgEAoFAIBAIBAKBIC8jdkvPEjGkQiAQCAQCgUAgEAgEAoFAIBD8KxGdmwKBQCAQCAQCgUAgEAgEAoHgX4mYli4QCAQCgUAgEAgEAoFAIBDkZcS09CwRIzcFAoFAIBAIBAKBQCAQCAQCwb8S0bkpEAgEAoFAIBAIBAKBQCAQCP6ViM7NnNMZuHL54hG+nDja5KSdnR3r1/3F5YtHOHpkN6VLe+rPTfpyDJcvHuHC+SA6dmilP96pY2sunA8ic54H928j9OQeQk/u4VZUGFu3/A1AkSL27Ni+khMn/Dl1ai+DBvUBoEOHVpw9e4ALF4KYMGGUWW1r1izgwoUggoJ26rU5OhYlIGAjiYmX+O237/X2hQsX4vhxP/2/6OgzzJkz3STfjh1bc/58EJcuHmFiFjFZt+4vLl08QnCmmHz55RguXTzC+fNBdDCISWTEMU6f2kvoyT0cC/HVH+/duxtnzuzn2dPb1HurlomvzNRuVZff9i/g90N/0WNkL5PzXYd2Z+7eP5jtP48p67/HycMZgNLVyjJj+yx+CZzPbP95NOnW7IW+LKFuq7dYeGARi4KW0HvUuybnuw/tyZ/7FvJ7wB98v+FHnHV6XoaGrRuwNmgl64+spv/o90zO125Uk2X+i9h/cw+turY0OlfCvQRz1//MmoPLWX1gOa6eLrnS0KRNQ7YeXsf2oxsYPKa/yfm6jWuzds/fHLt9gHZdW5ucL1S4IL6ntvHlj2Nz5LdNu+YcPunD0VP+jBk71OS8nZ0ti5bP5egpf3z2bsSzlLv+XNXqldi9Zz0HQ3axP3gH+fLZAWBra8uced9yJNSXwye86dq9g8V6yreqxaj9cxhzaC7NRnqZnK/Xvx3DA2YxzHcmQ7ZMw6miBwDutcsxzHem9p/fTCp3qp+jOJjTMPrQXJqa0fCWTsMnvjMZnEnDJ74z+eQVaCjXqhYj9s9h5KG5NMlCwycBsxjqO5NBmTQM9Z2p/feSGrJjysxfadn1PXoOGPFa8gdo0Lo+Kw/9zeojK3hvdD+T8zUb1WSR3wL2RPnRsmsL/fE6TWuzOOAv/T+/q94069Q0Vxoatm7A6kMrWHdkFR+YKRtqNarJEr+/2BcVQCsDDaAtG+asm8WqA3+zcv/fuS4b8kIcGrSuz6pDy1l7ZCXvm9FQq1FNFvstZG+Uv4mGpQGL9P8Crvq8lAZrxkHEwLoaXnX9DbTvqgULZnHu3EHCw/fTs2cXi/UUalGPsv5LKBe4DMdhfUzOO7zTngrHNlBm5x+U2fkHDn06GZ1XFCpA+cOrcZk20mKfmSnc8i0q7l1Exf1LcBphWl8q2rsdVU6uo7z3fMp7z6dY344A2Lo7U37nPMp7z6eC/wKKfWD57zakSqvafL3vV6YcnEf7kd1Nzrf++G2+CvyFSX4/M3rdFIp5OOnPdZ/8AZP3zOGrvXPpNX3wC3296np0vnz5OBrsTVhoIGfO7GfatC8ydLduxonj/pw+vY/lf89DqVT+32oAcHAowsaNSzh37hBnzx6kcaN6AMz6aQrnzh3iVFgg//yzDAeHIib+smqfGerJSZsvX758hOhiEn5mP9MNYmIOa/u3poY32bbMfC8UcbA38fc62hPprNzwJweO7jQbB0Pad2hJ2Om9nDm7n3FfmNZP7ezsWLFqPmfO7mf/wW2UKqWtO9erV4sjId4cCfEm+JgP3by0ZWW+fHYcOLSd4GM+HD/pz9ffZN/Gatm2KYHHtrH/xE6GfzbEbAzmL5vF/hM72RqwCo+SbgDY2trw8/xv8Q3ahPfBjTRqVk+fZsWmP/E+uBG/I/8w45evUShE15QlyBo5z/+zFpIsizn7OUAJRAAdChQqc+1YiC8DBo7i0qVIvcGI4YOpWbMqo8dMpm/f7vTs0YUP+o+katWKrF2zkCZNu+Lu7kKA30aqVtdWjC9dOEznt98nOlqFuTwBNm9awq7de1i7dguTJ32Kg4M9U6f8jJOTI2fPHqRs2QacPr2Xrl37Ex2tIjh4N4MGfcrlyxn5DBs2kJo1q/Lpp1/Tp48X3bt3ZuDA0RQsWIA6dWpQrVplqlevxLhx08z++KNHffjyy+84cuSE/piMzMULh+mSjf7MMenRowv9zcTE328j1aq3QKPREBlxjMZNunD3brKRhipVKqDRyCxcMItJk2ZQWpUvy4slKRTMO7iQH/tP527cXX7aNYffP5tLTGS03qZ6kxpEno7g+dPndBjQmWqNa/D7mF9wK+uOLMvERakoVqIYP/nMZXy7T3l8/5GJn6dyWpYaDFEoFCw8tJjp/adwV3WXX3b/xtxPZ3M78rbepmaTmlw5HcHzp8/oPKALNZvUZM7o2S/MO1n9JEuf6w6vYvz7X5KgSmCJ70K+G/UjNyNv6m1cPV0oaF+I90b0IXhPCId8gvTnfv9nLmvmryf0cBgFCuZHo5F59vSZWV+PNc+z1LAteD2j+40jXpXAar+lfDPqO25EROlt3DxdKWRfiIEj3yMoIJh9PgeN8vhixmcUcyzK/ZT7zP5mXpZxiHly18hvcJgv/XoORRUbj9+BTYz6eCIRV67pbQZ//B7Vqldm0vjv6NGrC126tWfER1+gVCrZE7SFT4dP5uL5KxQr5sC9ew/QaDRM+GoMSoWCn3+cjyRJFCvmQFJSij7PkQ51zWqTFBKjD85lbf+fuB+XxNBdM9j22QISI2P0NnaFC/D8ofZaVmr/FvUHtmf94NnY5LdDnZqGrNZQuERRhvvN5NeGY5DVGlM/WUZHq2HUwbmsy4GGegPbs8GMhmF+M/ktCw3ZVU0khcTIg3NZr9Pw0a4Z7MhGQ0Wdho1mNAz1m8nvWWj4MmxGNiqyJ/TMOQoWKMDXM35hx9pFuc6ncx3znaMKhYJVQcv58oPJJKgSWejzBz+O/ombkbf0Ni6eLhSyL0if4e8SEniMIJ/DJvnYF7XXdsLU75/lc6nGNDbpGtYErWTCB5NIUCWwyGcBM0b/aKRBWzYUpN/wvhwNPMohAw3z/pnLmvnrCDt8KtuyQZnN3fCm4qAh63qOQqFgddAKJn4wiQRVIot8/mTG6JlmNfQb3ofgwJAsNaw9spK+9T8wq0GRzZNp7Ti8qRhkF4c3+UxkxZvSEJx42cTv+fOHXnn9berU8SiVCr799hckScLRsai+TnWmVI3sAkG5PUu5/eE3pMYlUmbrPGLH/czzaxl1FYd32pO/ZkXiv//LbBYlvhmO0tEBzb0HWdqkpWXzplAoqLRvMTcGTSEt7i7ldvxG9OezeXY1Q0PR3u0oULMiqm+Ny2jJ1gYkkJ+noSiYnwr+C7j+7kTS7iSZuFmqKWzWvaSQmHJgHgsH/EhK3F2+2DWTVZ/OJ/5qxnuqQpNq3Dx9ldSnz2k2oAMVGldj1ZjfKfNWJXp83Z/5fb8F4PMt3+E9eyNXj10062tRXPBrqUcXKlSQR48eY2Njw6GD2xk/fjonTp7m2tUTdOrcj8jI60yfPoFbN6NZtXrz/62G5X/P48iR4yxfsQFbW1sKFizAvXv3ad++JQcOBKNWq5k582sAvvp6psEtqHhh+yynbb7MMQk6uJ1x46dz/MQpk/vC2v6tqUGpULzRtmXme6GATT5+/PZXozi8jvYEwNte7enavSPVqlemTdMe+vwepT41uRanw/fRw2sQMTFxHDy8g4+GfM6Vy1f1NkM/GUD1GlUY9/kUer/bjW5eHflw8GcUKJCf589TUavVuLg6c/SYD5XKN0GtVhtdiz17NzNp4vecPHkGAOcCRY387z2+ncHvjiIuNp7tgWsZO+wrrkbc0Nv0/7APVapXZOqEmXR7pyMdu7bls6GTGfBRX2rWqcakz76luFMxlm/6k57tByDLMoULF+LhQ23besGKOfjtCsR7+x59ntcST2XXrPnPcu/D9nm+A89hxV6rXDvRPZ4JSZJ2SZJ0PovTDYGrwPXU1FQ2b95Jdy/jr9XdvTqyZs0/AGzd6kPbNs11xzuxefNOnj9/TlTUba5di6Jhg7o0bFCXa9eiuHHjFlnlWbhwIdq0bsbOnf4AusKgsP5ccnIKdevWMMrnn39246X7MpOOl1dH1q7dAsC2bb60aaMdjfj48ROOHj3Js2fGBakh5cuXoUSJ4kYdm4CJ/k2bd+KVSb9XFjHx8urEJjMxyY7Ll68SEXEtW5t0KtSpSHyUiju341GnpnF09xEadGhkZHMh5DzPn2o75SJPX6G4W3EAVDdiiYtSAZB8J5n7ifco4mj6VTcnVKxTibgoFfG34klLTePw7iAadmxsZHMu5BzPdY2hK6evUNzNyVxWFlO1bhViomJQ3VKRlprGvp0HaJ5pNElcdDzXL103+cpSumJplDZKQg+HAfDk8dMcNxYBqtetyu2oGGJ0Gvbs3EerTs2NbFTRcVy9dA2NmS89VWpVoriTI8cOncyR37r1ahJ1/Ra3bkaTmprKzq1+dHq7rZFN57fbsnnDDgC8d+6hRSvt9WjVthmXzkdw8fwVAJKT7+krIu/1f4f5vy0FtM+iYcdmdnjUKU9yVDwptxPQpKq5sPsYlTvUM7JJ79ADsC2Y0XGf9vS5vgPPJp8tuf0m5Z5HNCQZaLi4+xiVcqFB+RIaXkT9OjVxKGL65f5VUaVOZWKiYlHdiiMtNY0DOw/RtKPxcxkfHc/1Szey/frQRODXAAAgAElEQVTZsmsLThwIzdVzmaFB+1zu33mQZh2NR6jH6TUYd5CWrlgKpVJJ2GFtYyS3ZUNeiUOsgQZtHMxrMFc+pdOqawtOHDj5r4yDiIF1NTRoUOe11N8GD+7L7NkLAO27KnODPivy16rE85uxpN6Og9Q07vsEUbh9E4vSAuSrXgEbp6I8PmK+w8QSCtSuxLObKlJvxyOnpnHPOwj7Do1fnBCQU9OQn2s/Okt2tqDIefuqdJ0KJNyM4+7tO6hT1ZzafZSaHY1nClwNuUiqrv4YdTqSoq6O6QqwzWeLja0NNna2KG2UPEjIup7wuurRjx49BrSjpmxtbZFlmeLFi/Hs2TMiI68DsHdvEO+88/b/rQZ7+8I0b96I5Ss2AJCamsq9e/f1ftVqNQDHj5/Cw8Mt2+vyKtp8mWNio4uJOazt35oa3nTbMvO94O7uanT+dbUnChYqyPBRg/n9l8XZ6gOoX78216/fJCrqNqmpqWzd4k3XbsYzx7p2a8+GdVsB2LHdj9atte+vJ0+e6n9f/nz5jOrOxtfCJsv7ofZbNbh5I5rbN2NITU3De3sA7bu0NrJp36U12zZ6A+C3ax9NWjQAoELlchw9rO0/uJuYzP17D6hZpxqAvmPTxsYGW7vXV68X/HcQnZsGSJLUC3iYjYkHoP9sHB2jMikA3T1cuR0dC4BarebevfsUL14Md/eM4/q0Hq5G9lnl2bNnF/YfCObBA620BQtXULVKRW7cCCU0dA9ffPEtbm4uRBvkExOjwt3deJqgu7ur3katVnP//gOKFy/24sAA/fr14J9/dpscd/dwNfHrYWFMPNxN07p7aNPKsoyf7waOH/Nj6Mem05gtwdHVkbuqRP3fd1V3KaavfJrSpl97zhw0rYyXr10RGzsb4m/G5UpHOsVdi5MYm2CgJ5HiLsWztO/QryNhB8JeyqeTqxN3DHwmqBJwdrWsw7RkOU8e3n/ED0u/ZVnAIkZOGZar6QIlXJ2Jj7mj//uOKoESFmqQJIlx08fw+4yFOfbr6uZCTEzGNVPFxuHqVsLEJlZnk/5MODoWpXyF0sjIbNi6hD2HtjDqs48A9FNVJn3zKXsObWHJyt9wcs76Ghpi7+rIPVXGyNL7qiTsXU2fv/qDOjAm6Ffaf/U+/tNX6Y971CnPiMCfGREwC59vlpsdrfgiirg6ct9CDaODfqXdV+8TYKDBXadheMAsfHOpwd7VkQcWaKg3qAOjstAwLPBnhgXMwj+XGqyNk5sTCSqD5zIuASc3y+4jQ9p0b82BHQdypcHZzYkEVcZzmRCXgLOFGrRlw0O+Xzqdpf6LGJHLsiEvxMHJzYk7RhoSccrFR6U23Vuz7yU0WDMOIgbW1eBuri70kvW39Cm206dPICTEh3Xr/qJECcuuqa1LcdLiMupOaXGJ2Jqpq9h3bEaZXQtwn/81NunvdEnCZfJQ7vz8t0W+stTgWpxUg2uRpjKvoUjnplTw/YOSC77C1uCetXVzooLvH1QOXkHi4q1mR21mh4OLIymxGe+pFFUSDi5Z1x8b923DpYPa0U5RpyKJDLnI9ycXMePEIi4HnSX+WmyWaV9XPVqhUBB6cg+xMWfZuy+IEydPk5iYhK2trX5Zp969ulKypPv/rYZy5UqTmHiXv5f9xskTASxeNIeCBQuYXIMhQ97DP8D4mbWkfZbTNp9hTFQxZ9mni4k5rO3fmhqs2bYcMuQ99u81HpH/OtoToG1LLFqwksdPzM++M8TN3ZXoaJX+79gYFe5uLplsXPQ2eg2690T9+rU5ftKfkBN+jP1sir6zU6FQcCTEm2tRJzmwP5jQ0HCz/l3cnFHFZsQgLvYOLiYxcEZlEIMH9x9SzLEoly9E0L5zK5RKJZ6l3KlRuypuHhnaV2xewInLe3n08BF+u/a+MBYCQXa8sc5NSZIKSZLkI0lSuCRJ5yVJ6idJUj1Jkg5JkhQmSVKAJEluOttPJEk6qbPdKklSQd3xPrq04ZIkBemO5ZckaYUkSeckSTotSVIb3fEhkiRtkyTJX5KkSEmSsp3bK0lSYWA88EN2ZpkPZP7CIUmmX4hlOavjcpbHDXmvbw82btqh/7tjx9aEh1+gbNn6NGzYmXnzvjf7srZMm2WfSPr06c7mzbtMjluSZ05jAtCqdU8aNupMN68BjBw5hObNG5nYvgjJ3PS3LH5u83daUb5mBXYt3m50vGiJYoz5bSx/TfjD4lhlI8hUThZ5tnqnNRVqVWD74q0v5zIHPjOjtFFSq2ENFsxYzPC3R+Feyo0ufTu9OKGJCHMaLEvaZ8g7BO87RnzsnRcbZ3Zr7v6yxEaWUSptaNj4LUZ/8iU9Og+gS7f2NG/ZGBulEg9PN04eP03HVu8SdvIM03+YmGNtBs5MDoWuDuTPluPZN2sjLT7tqT8ec+YaizpMYln3qTQf1R1lPtvc+zWSYF7Dgpbj2T9rI80NNMTqNPzdfSrNXrOGsNWBLMxCw5IOk1jefSpNX6EGa5PT8sWxhCNlq5Th5KHQXHo0Xy5bgtJGSc2GNflrxhJGdB2FWyk3Ovft+OKEFvCm42DuPZEbDeWqlH2Ja2HKm4yDiIF1NeS+HpW1NhsbJZ6e7oSEhNKkSVeOHw9j1qwplgoyPZbJ14MDx7nWZghR3Ufz+OgZ3H7WrptXtH9XHh4KNeocfWVk1rDvBBEtP+Lq25/yMPgMHnPG6c+lqhK5+vanRLQZRtFe7VA6Fc2cW7aYC0FWBWT9ns0pVasc+5ZoBwA4lXbBpYI70xuPYlrjkVRsWp3yDatk4+v11KM1Gg31G3SkTNn6NKhfl+rVKwMwYMAofvnlW44Ge/Pg4SPS0tT/txpslErq1q3J4sWradCwE48ePebLL8cY2U2e/BlpaWmsX7/NAl+vLialM8UkM9b2b00N1mpbpt8LWzcbD+Z5He2J6jWrUKZcKfy895mkM4cl7Tnz7V6tTWhoOI0adKZ1y558MWGkft1PjUZD8ybdqFqpKfXq1aJqtUpZ+LegMZdFDP5Zt5M41R127F3LlB8ncOpEuL5zFeDDvqNpXL0jdnZ2+tGeghegkfP+PyvxJkdudgZiZVmuLctyDcAf+AN4V5blesBy4Eed7TZZlhvIslwbuAR8rDs+DeikO56+uvdoAFmWawLvA6skScqvO1cH6AfUBPpJklQyG30zgLnA46wMRo8eXe/IkSN9JEkK1Wge4enhhkoVb2QTE62ipKd2EWGlUomDQxGSkpKJick4DmjTxsYb2euPG+Tp6FiMBg3q4uubUfgNGdSP7Tu0CyGnD1FPr8im4+Hhhkpl3CEUE6PS2yiVSooUsbdoSm3NmlWxsVFy+vQ5k3Mx0SoTv7EWxiQ6xjStKlabNj0GCQl32bHTjwYN6rxQZ2buxt01mtZd3K04yfGmX+9rNqtFrzHvMnvoTNKeZ6yfWaBwASavmMKmX9YReToix/5N9Kju4uSesUFQcTcnksyMJqjdvDZ9xvTjx49nGOnJDQmqREoY+HR2cyYx/m42KQzTJhB5/iqqWyrUag2HA4KpVLNijjXcUSXg4pHxda+EmzMJ8ZY1fGrWr07fj3qx68Rmxk4fxdt9OjPm6+EWpVXFxuHhkfGl183dlfhMz4QqNk7/RTf9mUhOvocqNo6Q4JMkJaXw5MlT9gcGUbN2NZKSUnj86DG+u7VfFnfvCKBmrWoW6XkQl4SDwSigIm6OPIjP+vk7vyuEyh1NN8xJvBpL6pNnlKjkaSZV9tyPS6JIJg0P37CGB3FJ2OdAw4VdIVQyo+Hu1Vie51KDtUlUJeLsZvBcujpzNy5nI4tae7XkiP9R1GnqFxubIUGVgLPBV3dnV2cS4ywtGxK5eiGjbDgSEEzFGjkvG/JKHEoYaXDiroVxSKeNVyuO+AfnWoO14yBiYF0NMebqQi9Zf7t7N5lHjx7rlzPats2HOnWyWWfTgNS4xIyRmICNqxOpmeoqmpQHyKna+knKZn/y16gAQIE6VSk2oBvl96/AefLHFOnZDucJQyzya6zhLrYG18LGzVSDOuWBfvp58sYACtSsYJJP2p0knkXepFCD6jnynxKXRFH3jPdUUTdH7t0xndZfqVkNOox5h6VD56DWaanVqQFRp6/y/PEznj9+xqWDZyhdN+vy8XXVo9O5d+8+h4KO0rFjawCOHQ+jTdteNG3WjcOHjxF59cb/rYboGBXR0Sr9yMCt23yoW6em3m7gwD50fbs9gwYZd3hm9gWm7bPs9GTV5jMXk066mOQ1/9bUYI22ZXb3wutoT9RrUJtatatz4mwgO/3WUq5CGbZ6rzTxnU5sTByenhlLJ7h7uKGKM9YQG5thk9V7IuLKNR49eky1asYdyvfuPeDI4eO072C8sWw6cbF3cDMYPevqXoL4uARTG4MY2BcpTEryPdRqNT9OmYtXm/cZMXA8RRzsibp2yyjt82fP2ed/yGSqu0CQU95k5+Y5oL0kST9LktQCKAnUAAIlSToDTAHSW6k1JEk6LEnSOaA/kF4rCQZWSpL0CdrNfQCaA2sAZFm+DNwE0j877JNl+Z4sy0+Bi0Bpc8IkSaoDVJBlebu58+ksWLBgSvPmze/KstwnX76i9O3bg93ee4xsdnvvYeBA7c6SvXt35cDBYP3xvn17YGdnR5kyJalQoSwnTp7mZOgZKlQoS5kyJbG1tTXJ893e3fDx3cuzZxlrN926HUPbttq1RUqUcKJixfL4+e03yqdPHy+8vQONtHl7BzJggHbHyV693ubgwaPZ/Vw9ffv2MDtqEzDR369vD7wzxcQ7i5h4e++hn5mYFCxYgMKFCwFQsGABOrRvxYULVyzSasi18Ehcy7rhXLIESlsbmno1JzTQeM3QMtXLMvSnUcz+eCb3797TH1fa2vDFkq8I2nqQY76WxelFRIZH4FbWnRIlXbCxtaGFV0tOBB43silbvRwjfxrDjx/P4J6Bntxy+cxlPMt64FbSFRtbG9r1aEPwHst+z+UzV7Avao+DowMAbzWrS1TEzRekMuXimcuULOuJe0k3bGxt6NijHUEBRyxKO3X0DLrVf5fuDfsy77uF+P7jz58zX7w2DcCZU+cpW740JUt7YGtrS4/eXQjwM552FOB3gL7va0cFduvRkSNB2utxcF8w1apXpkCB/CiVSho3a0DEFe2i3Xv8D9K0RUMAmrdqbLSgeHbEhF/HsawrRUs6o7BVUt2rMRGBxssOOJbJmKZRqW0dkqK00zuKlnRGUmqLawcPJ4qXcyMl2rhSYQmxOdRQ8TVqcNBpqGZGQ7FMGpJ1GhwMNBR5CQ3W5nL4FTzKeuCqey7b9GjF0cCQHOXRpkcbDuzM3fRbgCvhV/A00NC2R2uOBlpeNhR2KJxRNjStY7RJmaXkhThk1qCNQ840tO3Rhn2vUMObjoOIgXU1hIaGv5b6m4/PXlq10q6V2aZNM5ONKrPi6bkI7Mq4Y+vpArY2FOnakof7jhnZKJ0zpsQXbtdIv9mQasIcrrUewrW2H5Iw62/u79hHwi8rLfJryJOzEeTTaZBsbXDo1pIHe43rSzYGGuzbN9JvNmTjWhxJNypJUaQQBetV49n1aHLCrfBrOJdxxdHTGaWtkre8mnI+03vKo3oZ+s38hGVD5/Dw7n398eTYu1RoVBWFUoHCRkmFRtWMNiLKzOuoRzs5OeqXJsifPz/t2rbgiq6u4qxbSsfOzo6JE0azZMma/1sN8fEJREfHUqlSeQDatm3OpUvawQodO7ZmwoRRvNNrCE+emK5Z+6L2GeS8zZddTPKaf2tqeNNtyxfdC6+jPbF6+SbqVm1Nw1od6NFlANevRtG725Asr0VY2FnKlS9D6dKe2Nra0vvdbvj6GE/h9vXZx/v9ewPQ850uHDqkfX+VLu2JUqntNilZ0p2Klcpx81Y0xZ0ccdAtt5U/fz5at2lG5JXrZv2fPX2BMuVK4lnKHVtbG7q904l9/oeMbPb5H6LXe90A6NK9HSGHtXsl5C+QnwIFtePOmrVqRJpazdWIGxQsVABnF+2HNKVSSesOzbkeGZVlDAQCS7B5U45kWY6QJKke8DbwExAIXJBl2dwq5SuBnrIsh0uSNARorctjhCRJjYCuwBldp2R2K4UbruauJuvf2wSoJ0lSlM6mhCRJB2VZbp3JLg0YAwScP3uQlas2cfFiBN9On0BoWDje3oEsX7GRVSvnc/niEZKTU/hgwCgALl6MYMuW3ZwLP0CaWs1nn3+jX1D487FT8PVZj1Kh0OeZTr++3Zk9Z4GRiB9nzmP5st8IDd2DJElMmfITd+4kMnbsVHbvXoNSqWTVqk1cuhTBtGnjCQs7h49PICtXbmL58nlcuBBEUlKK0depK1eCsbe3x87OFi+vTnTrNkC/U+e773ajR4/BZgOnVqv5fOwUfDLpnz59AmEGMVm5cj6XdDHpbxCTf7bs5mymmLi4OLPlH+16TUobJRs37mDPnoMA9OjRmXm//YCzsyM7d64m7nI0Mwd9Z1abRq1h+bSlfL16OgqlkoOb9xIdeZs+49/n+tmrhO09yYCvh5C/YH7GLfwSgMTYBOYMnUmTbs2o2rAa9kXtafWudtHohRPmc/PiDfN3kAVo1BqWTF3Et2u+R6FUsG9TILcjbvHB+P5cPRfJicATfPjNRxQomJ8v/5qs1/Pjx7nf9Vmt1jBvyh/8sv5nFAoFvpv8iIq4yUcThnAl/ArBgSFUqV2ZH/7+DnuHwjTt0ISPvhjM4LYfo9FoWPj9YuZt+gVJgivnItm93icXGtTM+fo3/tgwF6VSwa6NPlyPiGL4xI+5FH6ZoD3BVKtdhTnLf6RIUXtadGjKsIkf0a/1oFz/7nS/X0/8kQ1bl6JUKti4djsRl68y8esxhJ++wB6/A2xYs5U/Fv/M0VP+pCSnMOKjCYD2a/LiBavw278ZWZbZFxjEvj3aXeR//PZX/lg8i+9/mszdxGTGjf7GIj2yWoPftJX0Xz0JSangzOZDJETG0Hp8b2LP3iBi7ykaDO5I2eY10KSqeXr/ETvHa3eBLVm/Mu+N8kKTqkaWNfhOWcGT5OyWB85ag/+0lXyg0xCu09BqfG9UOg31B3ekXPMaqHUadmXSoNZp8HsJDQHTVvL+6kkodBoSI2NoqdMQqdOQHocnmTQ0NYiDfy41vIiJ02dx8vRZUlLu067nAEZ9PJDeXrlYkiELNGoNf0z9k5/XzUShUOC3KYCbETcZMmEQV8IjCAk8RuXalfhu2XQKO9jTpENjBo8fyMfthgHaHZtLuDsTHnI21xrUag2/T/2DOetm6TT4ExVxkw8nDOZKeARHA0OoXLsyPyz7lsIOhWnSoQlDxg/mw3ZD0Wg0/DVjMb9umoMkSUScjcB7ve+/Mg4atYb5U/9k9rqf9BpM41CJGfo4NObD8YP4sN0neg3Or0CDNeMgYmBdDWq1+rXU36ZM+Ynly+cxZ850EhOTGDbsCwsFaYj//i9K/v0DKBXc27KH51dv4fTZAJ6ej+Th/uM4DupB4baNkNVq1CkPUE3+9cX55igoGmK/XUSZVd8jKRQk/xPIs8hblBjbnyfnInmw7wTFh3THvl1DZLUGdcoDoifOAyBfhZK4ff2xbooqJC7dxrMrOfv4olFr2DptBSNXf41CqeDY5gPERUbTZVwfbp+7zvm9YfT4qj/5CuZjyMKxACTHJLLsk18443uMik2rMylgDsgylw6Fc2Ff1psrvY56tJubC8v/nodSqUBSKNiyZTe+vtqOkC/Gj+Ttru1RKBQsWbyag7pOof9HDQBjx01l9ao/sLOz5fqNWwwdOh6A3+f9QL58+fD32wjAseOnGD1mssl1ydw+e5k2n2FMFLqY+PiaX2PQ2v6tqeFNty0z3wvhYeeZNP47Iz2voz2RE9RqNRO/+JbtO1ehVCpYs/ofLl+K5JspYzl16hx+vvtYvWoTS5b9ypmz+0lOvseHgz8DoEnT+owbP4LUtDQ0Gg3jx04j6W4y1WtUYdGSOSiVShQKie1bffH335+l/+8m/8zKfxZor9v6XUReuc7YySM4d+Yi+/yD2LxuB3MXzmD/iZ2kpNzj80++AqC4UzFW/rMAjUYmXnWHL0ZOBaBAwQIsWfsbdnZ22nL28EnWr9yS49j8J/n3bTfwxpBeeh1BSx1JkjuQJMvyU0mSegLD0I6wHCjLcogkSbZAJVmWL0iSlAhUA5IBXyBGluUhkiSVl2X5mi6/08CHQFuguizLH0uSVAltp2kltFPU68uyPEZn7w38IsvywRfoLAN466bOZ4mNnYfV9/OyUShfbPSaUWtyN/3rVdHLzfprczyVX27q+KsgWf3ixahfN481z60tgZgnOZtK+ToY6ZD9royvm5zvC/vqyQs71X0ZlvuPAq+KznVGWFsCaivXgJR54G7QZLXY8htEkQeeTBGHvEFw4mVrS+BMKcumqL9O0tKsXzYs1RS2tgQWxh5+sZHgtWP90lGQjrXfEk4FHaysAB6lmo4gfdM4F8jZWsWvg2uJp6x9O+RJ7g1sl+eLLIc1+6xy7d7YyE20617OkSRJA6QCI9GOhJwvSZKDTss84AIwFTiOdor5OcBel8ccSZIqoi339gHhwGVgkW4KexowRJblZ2YXvhUIBAKBQCAQCAQCgUAgEAgE/ze8yWnpAUCAmVMmK9fKsvwX8JeZ473MpH8KDDFjuxLt9Pb0v7tZqDMK7VqgAoFAIBAIBAKBQCAQCAQCgdWRrbgbeV7H+nNCBAKBQCAQCAQCgUAgEAgEAoEgF7zJael5AkmSjgP5Mh0eKMvyOWvoEQgEAoFAIBAIBAKBQCAQCAS54z/XuSnLciNraxAIBAKBQCAQCAQCgUAgEAgsRkxLzxIxLV0gEAgEAoFAIBAIBAKBQCAQ/CsRnZsCgUAgEAgEAoFAIBAIBAKB4F/Jf25a+v8T+WxsrS2BNI11+8fff1bQqv4BlFh/aPjYtFhrS+BR2hNrS+Ab+3rWlkA7m2Sr+v/seZpV/ecV9tcZYW0J+J9ZZG0JVK7S29oSkJCsLUEgyDN4FHaytgS6JsVZW4JAh0IhxpmoNRprS0AhifdUXkEjW7ddlfD4HrZK63aR2CqUVvUPEPvorrUlCLLC+kVmnkW8UQUCgUAgELwWRMemQCAQCASCfwvW7tgUCAS5R3RuCgQCgUAgEAgEAoFAIBAIBIJ/JeLThEAgEAgEAoFAIBAIBAKBQJCHkcVu6VkiRm4KBAKBQCAQCAQCgUAgEAj+x955h0VxdXH4nV3A3hvF3jtYsBdABQvFrrFETbVFjS3GWBOjRk3RqLEk9t4VFBRRUGxgARUE7EqzUewKy3x/LC4suwuL+Qyo930eHp2Zc+f85szc2Tl37r0jELyXiMZNgUAgEAgEAoFAIBAIBAKBQPBeIho3BQKBQCAQCAQCgUAgEAgEAsF7iZhzUyAQCAQCgUAgEAgEAoFAIMjNpOS0gNyL6LmZfToC4WGh/kycMEJno5mZGZs2/kVYqD8n/d2pUKGsZtt3E0cSFupPyOVjOHZoq1nv5GhHyOVjGNrnH7//REJchGZ5zOivuBh8lBOn97PPYz3lylkC0K59G86e9+ZC8BG+Hfu1Xm2r1y7iQvARfI7upHx5KwAaNqrP8ZPuHD/pjv8pD5xdHDVlihQpxLoNiwk8f4iAcwexbdIg0+B06NCWC0E+XLzky7hxw/RqWLtuMRcv+eLrt4fy5dXxcXBohf8JdwICvPA/4U7bts01ZTy9tnAhyIdTpw9w6vQBSpUqkamG9JS2r087/wW0P/Ub1Ua6GLSzdG5C19hNFLWuBEDRBlWwPzxb/eczB4tOjY32mZFS9tbY+/+Kw6nfqTrS1aCdhXMTXGI3U8S6stb6fFYl6HR9NZWHdXlrDW0cWuB9ehdHAvby9ajBOtvNzExZ9PdcjgTsZefBtViVswDA1NSEXxbN4MCxrXj4bqFpy0ZG+7Rv1wr/wAOcOu/FyDFf6PW5fNVvnDrvxYHDWyhX3lKzrVad6ngc2ozfKXeOnthLnjxm5MuXlw1bl3E8YD9+p9z5YfrYbMWgvF19BvjOZ+DxX2k0XPdaqDvAgU+859DX62d67JxKsWpqPdW7tqCv18+av5G311Gydvls+X5DgTaNqOK9nKpHVlLi614624v0aE/1gE1Udv+Tyu5/UrS3ui6aWpai0t6F6vWeSyn2Sae38g9ga9eY1b5/s/b4avoO762zvV7Tuvx1YDEHbx6gdedWWtu+nPw5fx9ewT9HVjJipm79fl802No1Zo3fP6zzX03fEX30+K/HMs8lHLrlSZsurTXrbVpYs/zgX5o/z2setHRq8VYasmLK7N9o06UvXQcM/b/ut41DCw6f3s2RgL0MHTVEZ3v6e8Gug+s09wITExPmL/4Rz2PbOHRyJ8NGf6YpM/irT/A8vh0v/x0M+bqfURr+3/ej1VsX4+G7BU//7fy0YDIKReaPN+9Cw7jJI/APPsDFW/4iBkbE4EOOQ27Q8L6dCxEDNY4d7Lh00ZfQkOOMHz9cjwYzNqxfSmjIcY4f26fJM4oXL8rBg1t59DCMP37/SavMoUPbuHTRl4AzXgSc8cryOTqnNGSVD2U3xypb1pLDh7Zz6aIvwUFH+Gbk5xr7aVPHcvvmWc4GHuJs4CE6dnTQjoGjHZcv+REa6s+E8fq1bNywlNBQf/yPu2vF4NDBbcQ9CuePP2Zp7PPly8uePWu5dNGXoAs+/Dzre93AZ+Bj1vD/vhYAVq74lejIYIIu+Gjta+aMCZw/583ZwEN47t+EhUVpHX8dOrQlOPgIly/7MX68/vx2/frFXL7sx7Fj2vntiRMeBAYe5MQJD9q2TXtm3Lt3LWfOeHLunDeLFv2c5b2hfYc2nLtwmKCLR/h2nO6z4Zs8P+jiEY747tLk+Y0a1cf/lAf+pzw4cXq/Js+3srLA48BGAs8d4kygF8OGD87Uf26IgUCQFeIKyh5KYAnQqZ61PVlDTFAAACAASURBVH36dKVWrWpaBp8N+YT4+ERq1m7FH4tWMmf2DwDUqlWN3r3dqG/jQBfn/vy5aDYKhQKFQsGihT/j7DIAffts1LA+RYsW0fIRFHSZps060bJZF/bu8eTHWZNQKBT8+tsMenb/jCaNnejRy4UaNatqlft0UC8SEhJpYO3A0iWrmfnTdwBcCY3ArnVXWrdwoUfXIfyxaBZKpRKAufOmcdj7GLYNHWnZzJmI8GsGg6NQKPjt9x/p1nUwjRp2oFcvV2pm0DBocG8SEhKpX8+OxX/+w0+zJgHw6FE8PXt+TpMmHfnqy3H8/c/v2nH9bAzNm3WmebPOPHjwKIvT9EaQhPWcIZzqNw+fNhMo260Fhapb6ZiZFMhL5c+diDt3VbPuSdhdfJ2mcLT9ZE5+8gs28z9HUr5FdVFI1JszhDP9fuFom/FYdmtBQT0alAXyUunzjsSn0/CGOjMHcv9IUPZ9v5GgUDDjl+/4rM83OLXsgUv3jlStXknLplf/riQmPMahiRurl23ku+mjAegzsDsAndv0YVDPYUz+cSySJBnlc86CqfTr+RVtmrrQrWcXqteoomXTb2BPEhISad6wI8uXrmPKjPEAKJVKlqyYx8SxM2jb3IXuzoNISkoG4K/Fq2jdpAvt23THtmkDHNq31vGtD0khYTdrEPs+ncdGh4lUd2umabx8Q/ieU2zu8D1bOv7A+WX7aT1tAAARe06ypeMPbOn4A95j/uLx3Yc8DL1jlN8MQcFixjDufDada07DKOLSBrOq5XTMHu8/xg2Xb7jh8g0J2w4BkPQgnlu9xnHD5Rtu9hhLiaG9MCld/C0kKPhm1ggmfzqFzx2+xN7NnvLVtBtq70c9YN7YXzmy56jW+tqNalOncR2+chzKl+2/poZ1dayb1X/vNCgUCkbNGsn3A3/gM/svcXCzo4KO//vMG7sAnz1HtNYHnQzma6dhfO00jPF9JvLy5UvO+p3Lln9j6dq5A8t+m5W1YTZQKBTM/GUSQ/qMTHcv0H6Z0rt/Vx4nPMGhiRur0t0LOru1xyyPGZ3a9Ma1XX8+GdQDq3IWVK9ZhT4Du9PNcSBd2vbBwbENFSsbbvx/V/ejbz7/Dme7vnRq1YviJYrR2a39f67B5+Axujl+mvlJEDH4KOKQGzS8T+dCxCBNw8KFs3B1+xRrGwf69HajZk3tPGPI4L4kJCRQu05rFv35Nz/PmgzAy5evmDlzAZMm6f/dGDR4FE2adqRJ046ZPkfnlIas8iHIfo6VnJzMhIkzqVffjpatXBg2bLDWPhcuWkljW0ca2zri5XVES8vChbNwcR2ItbU9ffq4UStjDIb0JT4hkdq1W7Fo0Upm/5wWgxkz5/PdJO3GXYDff19Ovfp22DbpSPPmjXFyss/yPHyMGt7FtQCwbt02ujj319Gz4Ne/aNioA41tHdl/4DDffz9aR88ff/yEm9sgGjRon5rfausZPLgP8fGJ1K3blj///Ieff06f336Gra0TX345llWr0vLbAQNG0LRpJxo16kCpUiXo0cNwJxZ1nj+THt2GYNvIiZ568/zeJCQ8xqa+A0sWr9Lk+aGhEbRt5Uar5s507zqYhX+q8/xkVTI/TJ6NbSNH2tn34MuvBursMzfFQCAwhg+mcVOSpKKSJA1Pt2wnSZJHNsqPlCTpmiRJsiRJJQ2YNQGuATeSkpLYtm0vri5OWgauLo6sX78dgJ079+Ng3yp1vRPbtu3l9evX3Lp1l+vXb9HEtgFNbBtw/fotbt68Q8Z9KhQKfpk7lUnfaz8k+Pqd5MWLlwAEBgRhaWlOo8bW3Lhxm1u37pKUlMSuHR506aL9ANW5S3s2bdwFwJ7dnrS1U/eOfPHiJSqVCoC8efMgyzIAhQoVpGVLW9at3QZAUlISiYlPDMawcWMbblxP07BjhzvOzo5aNs5dHNm4YScAu3cfwM5O/fYmODiE2Jj7gPomnCdPHszMzAz6MoZiDary9OY9nt+5j5ykInLPKcyddHse1vquF1eXepDyKkmzTvXiNbJK3edbmdeU1JC8lYZnN2M1GqL3nMLcSbcXaM3venNtqTuqdBoAzDs25tmd+zwJj3w7AYB1w7rcvhnJ3dtRJCUl47H7IO072WnZtO9kx64t6uriuc+H5q1tAahaozInjwcA8OhhPI8Tn1DPpnaWPhs0qs/NG3e4czuSpKQk9uw8gFNn7bfiTp0d2LZ5LwAeew/Sqm0zAOwcWhJ6OZzQy+EAxMcnkJKSwosXLzmRqiUpKYlLF0OxsDQ3KgZlbKqQcOsej+88ICVJRcS+01R21L4Wkp6+0PzfJH8e9J306m4tiNh3yiifGclnXZ3Xt6NJuhsLSckkehyjUPtmxhVOSkZ+rW7gVZiZIimybmDWRw2bGkTfiibmTizJScn47vOlpWNzLZt7kfe4GXaTFFl7zIMsy5jlMcPEzARTM1OUpibEP4x/7zTUtKlBVDr/R/f60cJRu/flvch73LhyEznFcMVv06U1AUfP8urlq2z5N5bGNvUoUrjQ/3Wf6nvBXa17QQc994KdW9wB8Nx3mBatmwDq6pA/f16USiV58+YhKSmJp0+eUaV6JYLOXeJl6u/ImZPncOxiOFl6V/ejp0+fAeoepqZmmd+z35WGoHOXeHDvoWHHIgYfTRxyg4b36VyIGKixtbXRzgm278PFRfs52sXFkfUbdgCwa9d+7O1bAvD8+QtOngzk5at/95uUUxoyy4fekN0cKzb2PheCLgPq8xAWdhUrI54bdWKwba/+GLzRsms/9qlaNDHI8Gzw4sVL/PxOAupn2AtBl7GyshAa9Gh4F9cCwHH/M8TFJ+gc55MnTzX/L1AgvyYPzhiHN/nt9u3uODt30LJxdu7Axo3q/HbXrgPY2anrRHBwCDEG8ts3fk1MTDA1NdXxm57GGfL8nTs86JJBQxfn9mxO1bBnt6cmx9bK8/Pk0dyD7sU+IDgoBFDXj/Dwa1gaqB+5IQaCNOQUOdf/5RQfTOMmUBTQHTthPCeA9sDtTGysgLtvFiKjYnRuApZW5tyNjAZApVKRmPiYEiWKYWmZtl5T1spcyz7jPkcMH4K7xyFiY+8bFDRwUC+8vf2wtCxDVGSMZn1UVCwWlmW0bC0szTU2KpWKx4lPKF6iGACNGltzOtCTk2cO8O3oqahUKipWLMfDh3EsXTaP4yf28efi2eTPn8+gFkvLMkRGpR1LVFSMjob0NiqVisePn1AiVcMbunbtxMXgEF6/fq1Zt3zZfE6dPsB3k74x6D8j+SyK8SI67c3wy5g48llo93YrUrcC+SxLcM/7gk75Yg2q4OA3D4ejvxA88R9NY2d2yKuj4RF5LbSPt3DdiuSzLM79DBqU+fNQZaQLEQt2ZttvespYlCImOlazHBt9nzIZhlyYW5QiJkpto1KpePL4KcWKFyUsJIL2HduiVCopW96Suta1sLDSPqf6sLAoTXRUms+Y6HtYWGS4Hi3KEB2Vdj0+efyE4sWLUrlqRWRg886VHPLbyYhRn5ORwkUK4djRnuN+xjU0FjAvxtPoOM3y05g4CpoX07GrN6g9n/r/SsvJffGbtk5nezWXpkTsfbvGTZMyJUiKSUuykmMfYlpGd1hWoY4tqbx/MWUXf4+JRdp7FhOLklTev5hq/mt4uHwHyffjdMpmRUnzEtyPfqBZfhDzkBLmht7laHPl/BWCTgWz7exmtp3bzFm/c9y5djfrgrlMQ0mLkjyISec/9gElLYyf6uIN9q52HM3QszS3Y25Rmpjoe5rlmOh7lLEopWVTxqK03nuB577DPH/+ktMh3vgHebJyyToSEx4TceU6TZo3pGixIuTNlxe79q0yfenwLu9Hq7ctISDsMM+ePsNz3+Ec0WAMIgYfRxxygwZjyek4iBioyZgrREXF6DTGWVqaExmZ+XO0Plau+JWAM146vdJyi4bM8iF9NsbkWOmpUKEsNtZ1OROQ9qw9fNgQzp/zZuWKX7VGyVlZWhB5VzunsszQAGdlaU5kupwq8fFjo2IAUKRIYbp0ac/Ro4anS/iYNbzra0EfP/34HTevB/LJJ9346afftH2lO0ZIrRNW2a8T3bp1JjhDfrtv3zru3DnP06fP2LXrgEF9Fhk0REfFYJkxr7Iso3UuHj9Oy/MbN7bmTKAXpwI8GTNqiqax8w3ly1tR37oOZwP1jxTMDTEQCIwhVzVuSpJUUZKkMEmS/pYk6bIkSRslSWovSdIJSZKuSpLURJKkGZIkrZIkyVeSpBuSJI1KLT4XqCJJUpAkSfNT1xWUJGlH6j43SpmMp5Vl+YIsy7eykqinXMZj0LNvQ+tlg+stLMrQs4czi5esMiimdx83GjSox6I/Vhr0q61Ndx9v9J87G0wz207Yt+3G2HFDyZPHDBMTE6xt6vDP3xtp3dKVZ89f6J3jI23/+o8lKxHpbWrVqsZPsybxzTeTNes++2w0TZp0pEP7XrRsYUu/ft0NasjKl1ZQJIl6Pw7k8swNeovHX7jOkbYT8e04heqj3FDkMTXOb5YatLfX+XEgIXo01JjQkxsrPFE9/3dv4fVe9kael+0b9xIbc589hzcw5efxnA8I1vlBNNanjHF1xUSppGmzhoz4cgJuHfvTybk9rdqk9XBUKpUs+3sBfy/fwJ3bxvVoNaZ+AFxae5h1rcZxcs4WbEd11dpWxqYKSS9eE/e2vWiNGM7/1OcM19oO4UaXkTw7EYTV/LR5RZNjHnKjy0iuOXxJ0e7tUJYo+hYSjLgWDGBZ0ZIKVcvRt0l/+tj2o0ELa+o1rfteatB1n703jMVLF6dSzYoE+p39177/U4y6Fei/F1g3rEOKSkXzuo60bdSFL4YPpFwFK65fvcnyRWtYt/Mv1mxbQlhIBCpVsmEJ7/B+NKT3CJrVccTMzEzTo+q/1mAMIgbvXkNuiENu0GAsOR0HEQPDGnTzDH0yM/8NGzx4FI0ad8ChXQ9atWxC//49cp0G4/xmL8d6Q4EC+dm2dSVjx0/X9BRbtnwd1Wu2oFFjR2Jj7zPvl6nZOj6jch49KJVK1q9fwpIlq7h50/AURx+zhnd5LRhi6rRfqFTFls2bdzN06KAMvnTtsxuHWrWqMWvWJEaO1J5j1NX1UypVsiVPHjNNT0t9GKUhk4e8s2eDaWrbEbs2XRk3fhh58qSNjixQID/rNy1l0sSftHqxZtv/O46BQGAMuapxM5WqwEKgPlAT6Ae0AsYDb1q8agJOqIeJT5ckyRSYBFyXZdlGluUJqXYNgDFAbaAy0PLfCBsxYkQjf3//XpIknU1JeUZZKwtiYu5p2URFxlCurHouP6VSSZEihYmLiycqKm09oC4bfU/LXrM+5h4NbOpSpUpFwq+c4FrEafLnz0dYaNqbrXYOrRk/cTh9+3zN69eviYqKxaps2ts0KytzYjNoi05no1QqKVykEPFx2t3zI8Kv8+z5C2rXrkFUVAxRUbGcOxsMwN49nlhb1zEYn6ioWMpapR2LlZWFZqh5eg1vbJRKJYULFyIuVYOllTmbtyznyy/Gav3Qvelp9PTpM7Zt20ejxtYGNaTnRXQc+SzTemTltSjOi9i0IawmBfNSqEY5Wu2aimPgQoo1rErTteM1HxV6w9Or0SQ/f0nhmmXJLi91NJTgZQYNhWuUo8WuabQLXESxhlVpsnY8RawrU7RBVWpP7Ue7wEVU/rIT1UZ1peJnjvrcZEps9H2tnlTmlqW5F/tA1yb1DZxSqaRQ4YIkxCeiUqn4ecqvuNh/wtCBYylcpBC3rmc932R09D2tN6UWlmV0r4XotDfAap+FiI9PIDr6HqdOBBIXl8CLFy/x8T5Gfeu0ofALFs7kxo3brPxLt2elIZ7GxFHQMq3XbkGL4jy7Z3g4c8Te01TOMIVBNbdmXH3LXpuQ2lMzfU9M85Ik3dOec0qV8EQz/Dx+60Hy1tWd+yb5fhyvrt4hv63humiIBzEPKW2Z1lOvlEVJHt0zbg7bVk4tCL0QxsvnL3n5/CUBR89Sq0Gt907Dw5iHlErXW7GUeSkexWavF6ydSxv8vU6iSs5+Ap2TqO8FaW/6LSzLcF/nXnBP773AtUcn/HxOkpyczKOH8Zw7E6QZdrlt4x5cHfrR1+VzEuITM71HvOv70etXr/Hx8tMZTvpfasgKEYOPJw65QYMx5HQcRAzUZMwVrKwsiM6YZ0TFUras/udoQ0Sn9kh9+vQZW7buwbaxTa7TYCgfMmRjTI4F6uGu27euZPPm3ezZ46mxuX//ISkpKciyzN//bMTWNk1PZFQMZctp51Tpe/VqbNLlVEUKF84yBgB/Lf2Fa9du8uef/2Rq9zFreFfXgjFs3rKbrl21P9qpvt7Tx8GC6OiMdSLGYJ2wsjJn69YVfJEhv33Dq1ev8PDw1hnyn57oDBosrSyIidXNq9KfC331MiL8Os+ePad27RqAun5s2LSUbVv34b7voEH/uSEGgnSkvAd/OURubNy8KcvyJVmWU4AQwEdWN/tfAiqm2uyXZfmVLMsPgfuAofEnAbIsR6buKyhd+bdiyZIlU1q1avVIluVeefIUpXdvN9w9DmnZuHscYuBA9VeQe/TowlHfE5r1vXu7YWZmRsWK5ahatRIBgRcIPBtE1aqVqFixHKamppp9HvD0oWz5BlSt3oyq1Zvx/PkLatZWzydiY1OHpUvm0rf31zxMnZD7/LmLVKlSkQoVymJqakr3ns4cOKD9NbgDB3zo11/d67Frt04cSx3SW6FCWc0HhMqVs6RatUrcvhPJ/fsPiYqKoWo1dWNfW7sWhIcZ/qDQuXPBVKmapqFnTxf27/fWstl/wJv+A9Rva7t166yZd6VIkcLs2rma6dPmcfp02gc6lEqlpku7iYkJHTs5EBoagTEkBF2nYGVz8pcvhWSqpGzX5sQeStt38pMXeNb5mkO2ozlkO5r489c4M2gBCcE31WVSPyCUr2xJClax5Pld4+ZtyqihQGVz8qVqsNSj4WCdr/CxHYWP7Sjiz18jYNACEoNvcLLrTM36Gys9ubpoD7dWHcrEm34uXgihYuVylC1viampCc7dnPDx8tOy8fHyo3tfZwA6ubbj1PFAAPLmy0u+/HkBaNm2KckqFdcibmbpM+j8JSpXqUD5ClaYmprStUdnDnlqD+E95HmU3p+4AeDs5sSJY6cB8PXxp1adGuTLp57fr3lLWyLCrwPw3Q+jKVS4EFMnzclWDO4F36BoRXMKlyuFwlRJdddm3PQ+r2VTpGLabaRiOxsSbqV7gJMkqnVp+tbzbQK8uBiBWUUrTMuWAVMTiji34anPGS0bk1JpwzcKtW/Kq9Qh1ybmJZBS37IqChckX6PavL6R/R6k4cHhWFW0wrxcGUxMTbBzteOk92mjyt6PfoB10/oolAqUJkrqN6vHnWvZTyBzWkNYcDhWlawwL2eOiakJ9m5tOemdvfNq72bP0b3v15B0eHMvKK91Lzjs5atl4+PlR4++LgB0cm2vuRdER8bSIrXHUb78ebFpXJ8bV28BUKKk+rq1tDLHydmBfbu8stDw/70f5S+Qj1Jl1C8OlEoldh1aabT9Vxqyg4jBhx2H3KAhu+R0HEQM1Jw9G0zVqhXTcoJernh4aD9He3h4M3BATwC6d++Cb2qeYYiMz9GdO7UjJCQ812kwlA+lJ7s5FqiHwl8Ju8YfC1do7cvcPG3Kga5unbT0qGOgrUVvDN5oMSIGoP4qd5EihRk3bnqWth+zhnd1LRiiatW0Ti0uzo5ERFzXG4cKFdR6evXSk9/uP6zpjdy9e4b8dtdqpk2bx6lTaaN9ChTIr7kGlUolHTvaEx6u7Tc9585dpHK6PL9HT2cO7Nee4uLAfh8+SdXQtVsn/Azl+dUrc/uOOodY8tdcwsOvsySLhu7cEAOBwBhMclqAHtKPwU1Jt5xCmt70NioMH4exdsaSDIwEDl6+6MuatVsJDY1gxvTxnD0XjIeHN6tWb2HtmkWEhfoTH59AvwHqaUBDQyPYscOdS8FHSVapGDX6B1JS1M3ao8dM4cD+TSgVCs0+M+OXOVMpWLAAa9f/CUDk3Wg+6fM148fNZNeeNSiVCjas30HYlatMnjKGC+cv4XnAh/Vrt7Hi71+5EHyE+PgEPhusnvOmWfPGfDvua5KSkpFTUhj37XTiHql7tU0cN5O///kdUzNTbt28y4hhEw3qUqlUjBs7jb371qFUKlm3bhtXrlxlytRvOX/+Egf2H2btmm38/c9vXLzkS3x8AoM+Vc+h+fXQT6lcpQKTvh/FpO/VMw24ugzk2bPn7N23DlMTExRKJb5HT7B61WajTpasSuHi5DW02DwJSang9mZfnoRHUXNiTxKCbhB76LzBsiWa1KDaN67IScnIKTIXJ63mdZzhjyllpuHy5DU02/w9klLB3c2+PA2PpMbEniQE3eTeoXfzpeX0qFQqZk76hTXbl6BQKNixaR9Xw28wZtJQLgWF4uN1jG0b9/Dr0p84ErCXhIRERn+pHjJQomQx1mxfQkqKzL2Y+4wbNjULb2k+J0+Yxeadf6NUKti8YRfhYdeYOPkbgi5c5pDnUTat38Hi5b9w6rwXCfGJfP3ZOAASEx+zfMkavI5sR5ZlfLyPcfiQHxaWZfh2wlAiwq/jfUw9D+mqFZvYtH5HlnpkVQp+U9fiumEiCqWC0K1+xEVE0XRcD+5fvMlN7/PUH+xIuVZ1SElW8SrxGYe/Xa4pb9W0Jk9j4nh850EmXrIKSgqxM/+i/JqfkBQKEnZ48+rqHUqNGcCLS1d56nOG4oNcKdiuKahUqBKfEj1R/UXBPFXKUWbyF2/G3PDo7128ishsemD9pKhS+HPqEuZumI1CqcBr6yFuR9xm0LhPibgYwSnv09Swrs6MldMoWKQQzds3Y9DYT/mi/Vcc238cmxbWrPReDrJMoN9ZTh8+k7XTXKZB7X8xv2xUf0HTc+tBbkfcZvD4TwkPTvM/8+/pav8dmjFo7EA+b/cVAGXKlqG0ZSmCT13M9rFnhwnT5xJ44SIJCY9p13UAwz8fSI8ME+pnF5VKxYxJv7B2+1IUCgXbN+1NvRcMS70X+LF14x5+WzqLIwF7SUx4zKgv1V+7XL9qK/MWzcTLfweSJLFj817CQq8CsHT1AooWL0pyUjLTJ87lcSYfnnsX96N8+fOxYsPvmJmZoVAqOH08kE1rDN8X3tU98bvpo3Hp0ZF8+fPif9GTbRv2sGje8v/E//sWgw85DrlBw/t2LkQM0jSMGTMVD/cNKJVK1qzdypUrEUybNo7z5y7isd+b1Wu2sHrVH4SGHCcuLoGBn47QlA8PP0nhQoUwMzPFxcWJLs79uXMnEg/3DZiamqJUKjhyxJ9/Vm3KdRpUKpXefOjf5FgtW9gycEBPLl4K5WygunFs6tS5eHodYe6cKVhb10aWZW7fjmTEiEk6MdjvsRGFUsHaNVsJvRLB9GnjOXderWX16i2sWb2Q0FB/4uMSGDAw7bMPEeGnKFxYHQNXFye6dOnH4ydP+f770YSFXSXgjPoF4NK/1rB6tf6c5mPW8C6uBYAN65fQtk1zSpYszq0bZ5n54wJWr9nC7J+/p3r1KqSkpHDnThSjR/2gE4dvv52Gu7s6v127Vp3fTp06lvPnL7J//2HWrNnKqlW/c/myH/HxCQwcOBKAoUMHUaVKRSZN+oZJqd+NcHEZqH6O2vE3ZmZmKJVK/PxOsnKl/mnS3miYMG4Gu/euRalUsH7ddsKuXOWHKWM4n5rnr1u7lRV//0bQxSPExycyZJA6n27eojHfjh1KUnIyKSkpjB0zjbhH8TRr3phP+nXn8uUw/E+pP5T244wFHDroq9d/TsdAIDAGKTd9lUqSpIqAhyzLdVOX16Qu73izDdgBPJVleUGqzWXAGXgCnJdluULqejtgvCzLzqnLi4GzsiyvyULDLaBxaq9Qg5iYWeV44AqY5c1pCSSn5OywzI2Fc35uDiU5fikwJtnwW/j/imfJL7I2esf8UKhR1kbvmHZm2f+C+P+TUa8Nz3f4MZEbftu8gpbltARq1DQ8t9p/gd45oAQCgUAAQOTTf/HS9ANBlZKDYxhTURgxL7rgvyElh5/fTJU53/fLVKHMaQkk5XCOD/DixW1RMfXwyKVtzic5WVDC3S9Hzl1uHJb+Vsiy/Ag4kfohovlZFsiAJEmjJEmKBMoCFyVJ+vv/LlIgEAgEAoFAIBAIBAKBQCAQ/N/I+VcT6Uj9WnnddMuDDW1Ltz69fb8Mm33TbRuZhe9FwKLsKRYIBAKBQCAQCAQCgUAgEAgEOUWuatwUCAQCgUAgEAgEAoFAIBAIBBnI+Zk8ci0fXeOmJEm7gUoZVn8ny/LBnNAjEAgEAoFAIBAIBAKBQCAQCN6Oj65xU5blbjmtQSAQCAQCgUAgEAgEAoFAIBD8ez6YDwoJBAKBQCAQCAQCgUAgEAgEgo+Lj67npkAgEAgEAoFAIBAIBAKBQPA+IYs5Nw0iGjffEimnBQAvkl7ltARSZDlH/QfmzVH3qeT81VDwZc4HQiHlfByuKpNyWgItX+fsbVUlv85R/7kFmZy9NwHUqNkjpyUQHrYzpyXkijgIBAJBbkSVIrLU3ICUC55hxbWQO0hSJed4TpOkSs5R/wAmCmVOSxAIso0Yli4QCAQCgeCdIBo2BQKBQCAQvC/kdMOmQCB4e0TPTYFAIBAIBAKBQCAQCAQCgSA3Izp5G0T03BQIBAKBQCAQCAQCgUAgEAgE7yWicVMgEAgEAoFAIBAIBAKBQCAQvJeIYekCgUAgEAgEAoFAIBAIBAJBLkZ8Ld0wouemQCAQCAQCgUAgEAgEAoFAIHgvEY2bAoFAIBAIBAKBQCAQCAQCgeC9RDRu/gscHe24fPkYV0L9mTBhhM52MzMzNm78iyuh/pzwd6dChbKabRMnjuRKqD+XLx+jQ4e2WuUUCgWBAQfZs3utZt3RI7s4G3iIs4GHuH3rHDt2zMqb1AAAIABJREFU/KNfzyU/QkP9mTDegJ4NSwkN9cf/eJqe4sWLcujgNuIehfPHH7O0yvw4cyLXrwUQ9yhcr6+wUH8mGjj2TRv/IizUn5MZjv27iSMJC/Un5PIxHNMdu5OjHSGXj+nsc/iwwYSF+pP8OooSJYrp+LKqX5mfrm+gTqcmOtuqta3PGJ8FjPX9jTbDXHS2N+nfjm+85jLywGy+3D6dUlWtAMhXtCCfb/6BaSGrcJk5WKdcdshpDS3sm7LXfzPup7bx2ciBOtsbNrNhy6HVnIs8Rntne836GnWqsc5jBbv8NrD9yDqc3Nply29rh+YcPLWTwwF7+GqUrn4zM1P+WDmHwwF72OG1FqtyFgCYmpowd9F0PPy2su/oZpq0aKQps2HPcg6e2sm+o5vYd3QTxUvqXg+GqNXWmh98fmeq70LaD3PT2W7/eRcme//Kd57zGLFxCsWsSmq2uU7qz/eHFjD58G/0mK57LMZS2K4BtX2XUvv4MsoM76GzvXgvB+oFraOm1+/U9PqdEn07aLZVWT+d+pc3UmX1lLf2D2Br15i1fqvY4L+GT0b00dlev2k9lnsu5fAtL9p0aa1Zb9PCmpUHl2n+Dl7bT0unFu+lhiZ2tqzzW81G/7X0G9FXr/8Vnn/hc+sgbdP5ByhtWZr5G+ey9ug/rDnyD+Zlyxjtt41DCw6f3s2RgL0MHTVEZ7uZmSmL/p7LkYC97Dq4TlMnTExMmL/4RzyPbePQyZ0MG/2Zpszgrz7B8/h2vPx3MOTrfkZrMYYps3+jTZe+dB0w9P+639wQh/+3hkpVK+BxdIvmL/jm8Ux1iBh8uHHIDRrex3PxMcfA0PNvmt/sPVOXLWvJ4UPbuXTRl+CgI3wz8nON/aaNf2nyiWsRpzkbeOiD1QCwcsWvREcGE3TBR2d/I4YPIeTyMYKDjjD758k62x072HHpoi+hIccZP364Xj0b1i8lNOQ4x4/t08qrDh7cyqOHYfzx+09aZdz3rScw4CAXzh9m8Z+zUSi0U/GcjMHcOT98sBqycz0GBhwE3j6vBpg4YQShof5cvuSnleePHPk5F84fJuiCD998k6Zh6pSx3LxxlsCAgwQGHKRTR4f/PA7W1nU4cdyds4GHOH3qAI0bW2v56tChLRcvHiUk5JjB+rB+/RJCQo5x7NjeDPVhCw8fXuH333/UKtOzpwuBgQc5f/4wP+upgwL9yCm5/y+nEI2bb4lCoWDRwp9xcRlAfWt7+vbpSq1a1bRsPhvyCQnxidSq3YqFi1Yye7b6hl2rVjX69HbD2sYBZ+f+/LlI+8dt1DdfcCXsqta+7B2609jWkca2jpw+c449ezx19CxcOAsX14FYW9vTp48btWpq6xkypC/xCYnUrt2KRYtWan7IX758xYyZ8/lukvYPMIDH/sO0bOVs0Fc9a3v6GDj2+PhEatZuxR+LVjIn3bH37u1GfRsHuqQ79jfxdHYZoLPPk6cCcerUl1u37urokxQSTpM+4eqxi3q3ufw4hLWD57GwwwTqu7bQNBy+IXjvSf7sOInFnSdzfLk7nacOACD5VRKHf92B1+yNOvvNDjmtQaFQMHnOeIb3G0e3Nv3o2K09latX1LKJjYpl6uhZeO721lr/8sVLpnzzI93bDmD4J2OZ8ONoChUuaLTfGXMn8UXfUXRq2RPnbk5UrV5Jy6Zn/648TnhM+yZdWb1sIxOmjQKg98BuADi37cPgXsP5/sdvkSRJU27c0Cm42vfD1b4fcQ/jjdIjKSR6/fgZywbPYXaHsTRybYl5hvMQGXqL+S7f80uniQR7nsHt+/4AVGpYncqNazC34wTmOI6jvHUVqjarbZTfDEGh3KyvufbpTK44jKSYW2vyViunYxbv7k9Yx28J6/gtj7aknZP7y3Zze8wf2ferJUHB6FnfMGngZAbbf0E7N3sqVCuvZXMv6j6/jJ2Pz54jWuuDTgbzpdNQvnQaytg+E3j58iVn/c69dxre+P9u4GQG2X+Ogx7/96PuM3fsPA5n8A8weeF3bFm2jUH2nzPMeQTxDxOM9jvzl0kM6TMSp5Y9cOnekarVK2vZ9O7flccJT3Bo4saqZRv5bvpoADq7tccsjxmd2vTGtV1/PhnUA6tyFlSvWYU+A7vTzXEgXdr2wcGxDRUrl9fn/q3o2rkDy36blbVhNsgNcXgXGm5eu42zfV+c7fvi2q4fL5+/5OD+oyIGBmLwIcchN2h4387FxxyDzJ5/35DdZ+rk5GQmTJxJvfp2tGzlwrBhgzX77Nd/mCaf2L37AHv2HPhgNQCsW7eNLs79dc63XdsWuLo40aBhe6xtHPj9j+U652Xhwlm4un2KtY0DfXq7UTNjXjW4LwkJCdSu05pFf/7Nz7PS8qqZMxcwaZLu72e//sOwbaL2W7JkCXr0SMuxcjoGv/627IPVkL3r0fNf5dW1aqo12Ng44OwygEWLfkahUFCndg0+/+wTWrR0plFjRzp3bk/Vqmm50aI/V2LbxAnbJk54eh35z+Mwd/YP/DTrNxrbOjJz5gJmz05rbHwTDze3QdjYtKN3b1ed+jB4cB8SEhKpU6cNf/75N7NmfQ+8qQ+/MmnSz1r2xYsXZc6cyXTq9AkNG7anTJmS2Nu31LlGBILs8ME0bkqSVFSSpOHplu0kSfLIRvmNkiSFS5J0WZKkVZIkmWZm38S2Adev3+LmzTskJSWxddteXFyctGxcXBxZv347ADt37sfBvlXqeie2btvL69evuXXrLtev36KJbQMArKws6NSpHatWbdbrt2DBAtjbtWTvXi+t9ba2Nlp6tm3bi4uLo2E9u/Zjn6rn+fMXnDwZyMuXr3T8BQScJzb2fpa+XDMcu6uBY3d1cWKbnmPPGM/0+wwKCuH27Ui98Wg+2IkQzwCePUrU2VbWpipxt+8Rf/c+qiQVF91PUcuxkZbNq6cvNP83y58HZBmApBevuH02nKRXSXr9GktOa6jboDZ3b0YSdSea5KRkvPYcxs5Juyda9N1Yrl65TkqK9muW2zfucuemOu4P7j0k7mE8xUoUNcpv/YZ1uH3rLndvR5GUlMz+PYdo18lOy6Z9p7bs2qquol7uPjRvre55W7VGZU4eCwAg7mE8jxOfUM/mLRoT01HBpioPbt/jUep5OO9+knqOtlo2V0+FkPTyNQC3LlylqHkJAGRkTPOYYmJqgomZKUoTJU8e6F5vWVHAphqvbsXy+s495KRk4vcdp4ijbm9jQzw5cRFVumvlbahpU4PoW9HE3IklOSmZI3t9aemo3fPxXuQ9bly5SUqKbHA/bbu0JuBoIK/03DNyu4aaNjWIuhVNzJ2YdP61H6ZiU/3LGepEhWrlUSqVnDt+HoAXz18a7d+6YV1u30yrEx67D9JBp07YsXOLOwCe+w7TIrVOyDLkz58XpVJJ3rx5SEpK4umTZ1SpXomgc5d4+eIlKpWKMyfP4djFPqPrt6axTT2KFC70f9sf5I44vAsN6WnRpgm3b0USHRkjYmAgBh9yHHKDhvS8D+fiY45BZs+/b8juM3Vs7H0uBF0G4OnTZ4SFXcXK0lznmHv2dGHL1r0frAaA4/5niIvXfQn59defMm/+El6/Vj/3PXjwSGu7Tq6zfZ/+vGrDDgB27dqvaZjR5FWvdJ8Pnjx5Cqh7+5qZmSLLac85uSEGH6qG7FyPW7ft/Vd5tYuLo44GW1sbatasypkzF3iRej84fuw0bm4ddTS84b+OgyzLFEp95itcpBAxMfc0fjLGY/t2d73x2KCpDwd06sOrVy+17CtVKs/Vqzd5+DAOgCNH/OnatZPBeAgExvDBNG4CRQHdPtLGsxGoCdQD8gFfZGZsaWVOZGS0ZjkqKkbnJmlpZc7dVBuVSkVi4mNKlCiGlaVuWUsrddlff53J99/P0mloekPXrp04cvSE5sfxDVaWFkTeTXtoi4qKxdLKIoONOZGpD3YqlYrEx4/1DvPOioy+IqNisDTy2C0t09ZrylqZa9kb2mdGLC3Nqe1kS8DGw3q3Fy5TjMTotIeVxzFxFClTXMeu6cAOjPX7HadJ/fCYsS5Tn9klpzWUtihFbHTaj9P9mAeUsSiV7f3UbVALU1NT7t6KMsre3KI0MVFpfmOj7+n4LWNeithUG5VKxdPHTylWvChhlyNo38kOpVJJ2fKW1LWuhYVV2tDfuYtmsO/oJkaMzbSKalG0THES0p2HhJhHFClj+Npv1tueUN8gAG6dv0rEqRB+ClzOrIDlXDkWzL3rxsUhPabmJXgd/VCznBTzCNPUBtT0FOvUnFqHFlJp2XeYWpTU2f5vKGlRkvsxDzTLD2IfUvItfNi72uGzx3APmNysoZRFSR7EpL2weRD7gFIWuudBH+Uql+Xp46f8uHI6K72WMXTKVzpDygxhblGamHR1MUZfnbAoTUxULKCuE09S64TnvsM8f/6S0yHe+Ad5snLJOhITHhNx5TpNmjekaLEi5M2XF7v2rbDI4r6Z0+SGOLwLDelx6eaE+y7tF5AiBh9PHHKDhvS8D+fiY46BMc+/2X2mTk+FCmWxsa7LmYALWutbt2rKvfsPuHbt5kehISPVqlWmVasmnPR358jhHTRqpD0EN+M+9eZ56fI5lUrF48dPjMqrPNw3EHn3Ak+ePmPXrv16jy8nYtC4kfVHocGY6/Hf5NWWVhaa9QBRkbFYWVoQEhpO69ZNKV68KPny5aVjRwfKlrXU2A0bOphzZ71ZsXwBRYsW+c/jMHb8dH6ZM4Wb1wOZN3cqU6f+kuZHX9uFpfa0TNmtD9ev36Z69SpUqFAWpVKJi4ujVjwEhsnpIef/r2HpkiR1TO1ceE2SpEkGbHpLkhQqSVKIJEmbstqnSfZC+W6RJKki4AX4A82AYGA1MBMoDfQHOgPlgcqp//4hy/IiYC5QRZKkIMAb2A8UlCRpB1AXOAcMkNO/IkuHLMsH0ukIAMrqs0tno28fRtgYLtu5c3se3H/I+QuXaNOmuV6/fXq7sWq1bq9OPbs0Uo/hnlGGeHtfhjXoayDISttvv87k4NzNyAZ6dxl7vGfWe3NmvTf1XVtg901Xdo5blqnf7JDTGow5V1lRsnQJfv5zGlNGzTK+7FvXD5kdm/ZRpXoldh9eT9TdGM4HBpOcrALUQ9LvxT6gQIH8LF49n669u7Bn236d/RinR79p466tKF+/Cov6zACgZIUymFe1YlqzYQCM2DCFsCYXuR5wJWu/Whr0rMsgItE7kPi9x5BfJ1NyQEcq/j6aq32nZs9PphL+/T2geOniVK5ZiUC/s++pBuOvhYwoTZTUa1KPLzsO5X7UPab9NZWOvR05sCXzpNmAWx2/huqEdcM6pKhUNK/rSJGihdjqsYoTfme4fvUmyxetYd3Ov3j+7AVhIRGoVMnGHUxOkRvi8A403L2tfuFhampCu45tmT/rz//U/3sXg3ekITfEITdoeO/OxUccg3eRT7yhQIH8bNu6krHjp+t0iujTpytbt+79KDTow8RESdGiRWjRygXbxjZs3vQXNWqmjeIwTo/ufo15nnF2GUCePHlYu2YR9vYt8fE5ng2f7zIGy5g0+Wcduw9Jg/HXo65WY/MYQ2XDwq4xf8FSPA9s5unTZ1y8FEpysvp+sHzFOn6e/QeyLDNzxgTmz5uG10HdF/jvMg5ff/Up4ybMYPfuA/Ts6cKyZfPp3LlfpseatRbD5z8hIZFRo35g/folpKSkcPr0OSpV+v9NrSTI3UiSpASWAB2ASCBQkqR9siyHprOpBnwPtJRlOV6SpNJZ7Tc39tysCiwE6qPuSdkPaAWMB95M/lATcAKaANNTh5BPAq7Lsmwjy/KEVLsGwBigNurG0Cwnckjd10DUjawZt30lSdJZSZLO3r17Q+vtgpWVBdHpum8DREXGUC7VRqlUUqRIYeLi4omMitEpGxN9jxYtGuPs7MjViNNs3LAUe/uWrF2zSGNXvHgxbG0bcOCA7mTMkVExlC1nkW6f5sREx+ralLVI01O4MHFxxs0Xl5mvslYWWl3XMzv2qKi09Zqy0fe07A3tMyONGtanz5/fMN5/IXU6NcX1pyHUcmys2Z4YG0cRy7QeWYUtivP4vuE5Gi+5n6J2h8YGt78NOa3hXvQDzNO9WSttUYr7sQ8zKaFNgYL5WbxhAYt/WcGl8yFGl4uNvqfV29LcsoyO39iY+5in2iiVSgoWLkhCfCIqlYrZU3/D1b4fwz4dR+HChbh94476eGLVPf6ePXuO+y4v6jesY5SehNhHFE13HopalNB7Hqq3rIfjyO6s+GIeya/VDxz1nZpw68JVXj9/xevnr7jiG0TFBtV0ymZFUswjzCzTeiiaWpQg6V6clo0q4Qlyqt+Hmw6Rv16VbPvJjAcxDyidridKKfOSPIp9lEkJXexd2uLvdQJVaoPz+6bhQcwDSlmk/TaWMi/FQyP9P4h5yLWQa8TciUGlSsH/4Amq1TXuWoiNvo9FurpoYVmG+7EPMtjcwyL1zbpSqaRQap1w7dEJP5+TJCcn8+hhPOfOBGmmati2cQ+uDv3o6/I5CfGJ3Lp+xyg9OUVuiMO70gDQtn0rQi6G8fCBdt0WMfi44pAbNMD7cy4+5hgY8/yb3WdqUA973r51JZs379aZp1+pVNKtaye2bd/3wWswRFRkjEZT4NkgUlJkSpZMG1mVcZ9687yoWE0+p1QqKVy4kNF51atXr/DY742Lc9rQ3pyPQQpPnz77YDVk53r8N3l1VGTaegCrsuZEx6jLrlmzhabNOtGufU/i4xK4du0mAPfvPyQlJQVZlvln1SZsbW3+83r56cBe7N6t7uu1Y4e71geFovS1XcRoT1uX3sbY+nDgwGHatHHDzq4bV6/e4Nq1W5naCz4omgDXZFm+Icvya2ALkPGLv18CS2RZjgeQZfk+WZAbGzdvyrJ8SZblFCAE8EntbXkJqJhqs1+W5VeyLD8E7gOGPlcbIMtyZOq+gtKVz4ylwDFZlo9n3CDL8gpZlhvLstz43LlwqlatRMWK5TA1NaVPbzc8PA5p2Xt4HGLgwF4A9OjRhaO+JzTr+/R2w8zMjIoVy1G1aiUCAi8wZcpcKlVuTLXqzeg/YDhHj55g0OBRmv317OHMgQOHeaVnDpezZ4O19PTu7YaHh/YHYjw8vNP0dO+Cb6qe7KLPl3uGY3c3cOzuHoforefYA88GZbnPjFSr0ZwFrUazoNVoQjzPsG/qaq4cSuvJFRV8nRIVzSlWthRKUyX1XZoT5q398ZESFdO66NdwaMCjW9o/XP+WnNYQEnSF8pXLYlXeAhNTEzp2bY/fIX+jypqYmvD76rm4b/fE2z17w38vXQilYqVylC1viampCV26OuLj5adl4+PlR/c+6onUO7q047R/IAB58+UlX/68ALRs2xSVSsW1iJsolUqKFVfP+WliYoK9YyuuXrlulJ47wdcpVdGc4qnnoaFLCy55a/f6K1unIn1nf8HKL+bx9FHakLb46IdUbVobhVKBwkRJlaa1uHdN/xywmfEs+Cp5KlpgVq40kqkJxVxbk+gdoGVjUjpt+EYRxya8fAs/mREWHI5VJSvMy5ljYmqCg5sdJ71PZWsfDm72+Ox9uyHpuUFDeHA4ZXX8nzSqbFhQOAWLFKRI8SIANGxhw+2rt40qe/FCCBUrl9fUCeduThz28tWy8fHyo0dfFwA6ubbn1HF1nYiOjKVFa/Ucsfny58WmcX1uXL0FQImS6mvG0socJ2cH9mUx9DKnyQ1xeFcaAFy6d8xy+KuIwYcfh9ygAd6fc/Exx8CY59/sPlOD+uvUV8Ku8cfCFTrH2r5da8LDrxEVFfPBazDE3n0HNXMCVqtWGVMzU83cf/Am16mYpqeXq/68akBPALobkVcVKJAfc3P1y1WlUklHJwfCw69ptud0DMzMzDh8+NgHqyE71+O/yas9PLx1NAQGqqe6KlVK3dGiXDlLunbtpOkp+ua6AHBz60hISPh/Xi+jY+7RNnXkqIN9K62Gxozx6NXLRW88BmjqQ2d8fbN+tn4Tj6JFi/DVVwNZrWd0quCDxQpI/7XoyNR16akOVJck6YQkSaclSTI8SW0quWpYeirpW+5S0i2nkKY3vY0Kw8dhrB0AkiRNB0oBX2clUqVSMXrMFPbv34RSoWDN2q2EhkYwffp4zp0LxsPDm1Wrt7BmzSKuhPoTH59A/wHqKUFDQyPYvsOdi8FHSVapGDX6B4NzbKand29X5s1fYlDPmDFT2e+xEYVSwdo1Wwm9EsH0aeM5d16tZ/XqLaxZvZDQUH/i4xIYMDBtitKI8FMULlwIMzNTXF2c6NKlH1fCrjJn9g/06dOV/PnzceN6IKtXb+anWb+l+Up37DOmj+dsumNfu2YRYanH3i/dse/Y4c4lPcc+eswUDmSIJ8DIEZ8xftxwzM1LceHcYTy9jvD10Am6QchAiioF92lrGLxuEpJSwfltvty/GkW7b3sSdekGYYfP02yQI1Va1iUlOZkXic/YMe4vTfnx/gvJUzAfSlMTajk2YvXAuTy4lr25FnNag0qlYs7k3/hr8+8olEr2bPbgevhNhk/8gpCgMPwO+VPHpha/r5pD4aKFaNuhFcMnfE73tgNwcm1Hw2Y2FClWGNc+nQGYNvpnwkOuGuV35vfzWLVtMUqFkh2b93It/AajvxvKpaBQjhw8xvaNe1mw9CcOB+whIT6Rb79Sd8wuUbIYq7YtRk6RiY25z/jh6mHZZnlMWbVtMSYmJiiVCk4eC2Dr+t1Gn4cd01YxfN1kFEoFp7f5Ens1ks7f9uLOpRtcPnwOt+8HYJY/L0OWfgtAfNRDVn45n6ADp6neoi6TDi4AWeaKXxCXfc4bfQ7SgpLC3akrqLphBpJSwaOtPryMuIvFuH48v3iNRO8ASg9xpkiHJsgqFaqEp9wau1BTvPrO2eSpUhZlgbzUDfiH2xMW88Qv84dGfXFYNHUx8zbOQaFQ4Ln1ILcibjNk/CDCgyM46X2KGtbV+envGRQsUpDmHZoxZOynDGn3JQBlypahlGUpgk9dzP7x5xINKlUKC6f+yfyNc1P9e+nxX4NZGv/NGTx2EEPafUFKSgp//bSc37bOR5IkIi5G4LHpQNZOUdeJGZN+Ye32pSgUCrZv2svV8BuMmTSMS0Gh+Hj5sXXjHn5bOosjAXtJTHjMqC/V08+sX7WVeYtm4uW/A0mS2LF5L2Gh6nq4dPUCihYvSnJSMtMnzuVx4pO3ios+JkyfS+CFiyQkPKZd1wEM/3wgPTJMZp9dckMc3pWGvPny0qptU6aMzfwL8yIGH34ccoOG9+lcfMwxeJNPZHz+/TfP1C1b2DJwQE8uXgrlbKC6MWTq1Ll4eh0BoHdvN7akNqp8yBoANqxfQts2zSlZsji3bpxl5o8LWL1mC6vXbOHvlb8SdMGH16+T+OKLb3XOy5gxU/Fw34BSqWTN2q1cuRLBtGnjOH/uIh77vdX7WfUHoSHHiYtLYOCnIzTlw8NPUriQOq9ycXGii3N/4uLi2bljFXnymKFUKvD1PcmKlRtyTQw++3zMB6vhba7Ht82rQ6+oNQQHH0GVrGL06CmaOGzdsoISJYqRlJTMqNE/kJCg/kDpnNk/YG1dB1mWuX37LkOHf/efx2Ho0An89tuPmJiY8OrlS0aMmKQTD3f39SiVStZq6sNYzp27xP793qxZs5VVq/4gJOQYcXEJfPrpyHT14QSF0tUHZ+cBhIVd5ddfZ1CvnrqX++zZf2h6sgqyQNY311nuQpKkr4Cv0q1aIcty+hZ1vRO2ZVg2AaoBdqinjDwuSVJdWZYNdgmW3mbOxXdF6pybHrIs101dXpO6vOPNNmAH8FSW5QWpNpcBZ+AJcF6W5Qqp6+2A8bIsO6cuLwbOyrK8xoDvL4DPgHayLGf5SWJTM6scD5y+uS3+a1Jy+Pr5zrJtjvrPLXi8vJXTEniuyv6Xs//fdCpQNaclMFj1Mmujd8g4+XmO+s8tyDq/j/89d15mb7j9uyA8bGeO+q9Rs0eO+hcIBILczJ3HWY6yE/wHKI38OOC7RGVERxfBu0ch8msATBTKnJbAy5d3cv5k5ELu2dnl/AWSBWV8fTM9d5IkNQdmyLLslLr8PYAsy3PS2SwDTr9pv5MkyQeYJMtyoKH95vyd/P+ELMuPgBOSJF2WJGn+W+xiGerh7ackSQqSJGna/1ehQCAQCAQCgUAgEAgEAoFA8NESCFSTJKmSJElmQF9gXwabPYA9gCRJJVEPU7+R2U5z1bB0WZZvof6y+ZvlwYa2pVuf3r5fhs2+6baNJBNkWc5VsRAIBAKBQCAQCAQCgUAgEAgA5A+gk7csy8mSJI0EDgJKYJUsyyGSJP2IerT1vtRtjpIkhaKeYnJCaodGg4gGPYFAIBAIBAKBQCAQCAQCgUDwzpFl+QBwIMO6aen+L8P/2DvvsKiOLg6/uwsoxF5p9l5BxY4KiNhA7CWWaGK+WJJYYovRqDHFFk00aoy9NywoCigqKjaKAiqCvVBtgF1hud8fiwvLsrqYkN3ovM/Do3vv3Dm/PWfm7szcuTOMzfzTiw9ucFMmk+0CKuU4PFGSJH9D6BEIBAKBQCAQCAQCgUAgEAgE78YHN7gpSVI3Q2sQCAQCgUAgEAgEAoFAIBAI9EXKEPss6eK92VBIIBAIBAKBQCAQCAQCgUAgEHxYiMFNgUAgEAgEAoFAIBAIBAKBQPCf5IN7Lf2fQjK0AKBYwY8MLYHnaa8Mav90+n2D2jcWHqU9NbQEipkWMrQEjr+INbQEKGhrUPNXHl0zqH2Amh/ZGFoCqjWoDYsMw782UqNmD0NLICZ6h0Ht16zZ06D2BQKBQBcKuZhnosww/Na/xqDBRK4wtATSM5SGlmBwMiQJC9MChpZhcJ6nvTS0BIEO3ofd0vML8YsqEAgEAoEgXzD0wKZAIBAIBAKBvoiBTYHgv4sY3BQIBAKBQCAQCAQCgUAgEAgE/0lAYYgpAAAgAElEQVTEa+kCgUAgEAgEAoFAIBAIBAKBESNJhl/2ylgRMzcFAoFAIBAIBAKBQCAQCAQCwX8SMbgpEAgEAoFAIBAIBAKBQCAQCP6TiNfSBQKBQCAQCAQCgUAgEAgEAiNG7JauGzFzUyAQCAQCgUAgEAgEAoFAIBD8JxGDm3mnAxATHRXEhPEjtU6amZmxaeNSoqOCOBm0lwoVbNXnJk74kuioIC5eOIZbuzbq4+3dnLh44Ri68vxtwUxSHl5Wfx496n9ERhwh8MQeduxZg205awBc2rbiVKgfwecO8PWYz3PRZsry1QsIPncAv0PbKFfeBoBy5W24nRjBkeO7OXJ8N3MXzADA3Lwgm7Yt42SIL8dP+zB1+jdvdY5ru9acDT9ExPkjjP1mWK7+WbtuERHnj3Dk6C7KZ2pwdnHk+Ik9nAn25fiJPbRp0xyAQoU+4uTpfeq/W7fDmD1n6lt1vKaxkwNrjq5kXdBq+o7so3W+XtN6/Om7mAM3fWnduZX6uH0LO5b5L1X/+V71oWX7FnrbNbSG1i4tOHTGmyMhexk26lOt82ZmpixaMYcjIXvZdWADNpllyMTEhHmLZ+J73IuDp3YxfLTmtXK5HJ8jW1mxaVFeXEAL56bsCtqM96mtDPlygNb5hs3s2HRgFSGxR3F1d1Ift7Ity0b/lWwJWIPX0Q30HNQ1T3aNTUOtNnZ8d2gBUwN/x3W4p9Z55886M/ngr0z0ncPIjVMoblNKfa7LpP58e2AekwPm02Pa4DzZdWrbkqNn9hIUup+Roz7TOm9mZsqSlfMICt3P3oOb1PeUbj0743/US/13+34ktevWoKB5QdZuWULg6T0cOrmbb78fnSc9jZ0cWB24grXHV9N3RG+t8/Wa1mXp/j/wv7GfVp0cNc59PvkzVgT8xcrDyxk5Y3ie7Ga3b4j7QmuXFhw8vZPDwd588fVgrfNmZqYsXDGLw8He7PBfi005KwBMTU2YvXA6+49txSdwC01bNlJfs3rrH/gEbsE3aDsz501GLn/zz3prlxYEnN7F4WBvhn095I0advqvU2swMTFh7h8/4HtsGwdO7mB4tvvK4P/1w/f4dvyCvBjyxcd6++NtTPl5Pq0796XrAO3fkr9LfsTim8kjCYrYT+TNIIPYf5eyYEgfvM9+MAYN/7VYCB+ocGvnxPnIQKIuHmfcuBG5aDBjw/olRF08zvFje9T9jBIliuHvv5UH96P5bcFMjWv27llPSLA/584G8Mein41Ww9v6Q3ntY9naWhNwYDvnIwOJCD/MV19mtX++nzqWWzdCCQ05QGjIATp2cDG4/Zy0a9eGyMgjXLx4TGcc1q9fzMWLxzh2zDtHHLZw//4lFiz4QZ2+UKGPOHPGV/0XGxvO3LnTjC4O+aEBYPlfvxIfG0H4uUMaec2YPp6zYQcJDTmA775NWFqW0bLn2q41YecCCI88zBgd/dvVaxcSHnmYw4E71f3bRo3qE3TKh6BTPpw4vQ93DzcAChQw48jRXZw4vY8zIX5M/u7t7eh/WoONjRU++zcSEnaAMyF+DB8xWCtPNzcnLlw4xqWoIMbriMPGjUu5FBXEiRxxmDDhSy5FBXHhwjHaZYtD0aJF2LLlL86fP0pkZCDNmjbSyHPMmC9IexVHyZLF3+oTgSAnYnAzbyiAxUDHenbO9OnTlVq1qmkk+HRIP5KTU6lZ25HfFi7nl5+/A6BWrWr07u1JfXsXOrv3Z9FC1Q+7XC5n4e8/4e4xgNzybNSwPsWKFdWwER5+gabNOuLUsgt7vf2Z9sN45HI5s379nr49h9KySWe69XCneo0qGtf1H9SLlJRHNGngxp9L1vD9jHHqczdv3Ma5VVecW3Vl/JisH7rFi1bRonFHXFp1o0nThrR1ba3TOXK5nPkLfqB718E4NHSjV68u1KxZVSPNJ4N7k5KSil09ZxYvWsnMHycB8ODBQ3r1HErTJh354vNxLF85H4AnT57Solln9d/tO3Hs8fZ/S5iy9Hz945d8O/A7PnX+HBdPJypUK6+R5m7cXeaMnceh3Yc1fXwygi/aD+eL9sMZ12cCL168IPRomF52Da1BLpfzw5zJDO49ArcW3ejSvQNVa1TWSNN7QDdSUx7h3NiDlUs3MGma6ke1k2c7zMzM6NiqJx4u/fj4k57qgU+AIV/05+rl63n2waRfvuHLj7+hR+v+dOjmSuXqFTXSJMQlMW3UT/jtOqhx/F7SAwZ7DKOv62AGdvycIV8NoHTZUuQVY9Agk8vo9cOn/Dn4F35uN5ZGXVpiWdVGI01s1E3menzL7I4TiPA9g+e3/QGo1LA6lR1qMKvDeH5x+4bydlWo2qy23t/9xzlTGNh7OM7Nu+DZoxPVcpSHvgO6k5ryCEeHTixfup7J08cCsMtrH+3b9KR9m56MGvYtd27HEXUhBoBlf6zGqVkXOrTpiUPTBji7OmrZ1qXnqx9HMnnQFD5z+RxnT2fKa9WJe8wZ+yuHdx/ROF67UW3qONThf27D+Nz1C2rYVceuWX297Ga3b4j7glwuZ/rsiXza5yvat+yBR/cOVK1eSSNNr/5dSU15hEsTT1b/uZGJ00YB0GdgdwA6te7DJz2HM/mHschkqp0Sv/psIu5Ofeno2IsSJYvTydP1jRpmzJ7EkD5fZtOQ497QvyuPUh7j0sSTVdk0dPJ0xayAGR1b96ZL2/70+6QHNuWsqF6zCn0Gdqeb20A6t+mDi1trKlYun5v5PNO1Uzv+nP/jP5JXdvIrFof8j9HNbZDB7Oe1LBjSB++7H4xBw38pFsIHWRp+//1HungOws7ehT69PalZU7OfMWRwX1JSUqhdpxULF63gpx8nA/DixUtmzJjHpEna98yP+w+ncZP2NGjoSqlSJenRw93oNLytPwR572Olp6czfsIM6tV3oqWjB8OHD9bI8/eFy3Fo7IZDYzf8DwQa1L6vn2Z743UcPD0/wd6+Lb17d9GKw+DBfUhJSaVOndYsWrSCH3/8NlscfmXSpJ800j958pSmTTuq/27fjsPb29eo4uDrdzhfNACsW7eNzu79ycm8X5fSsFE7HBq7sW9/ABO//VrLJ7/On0GPbkNo3Kg9PXt5UCNH/3bQJ71JSXmEfX0XFv+xihkzJwIQFXWZNo6eODZ3p3vXwfy+6EcUCgUvX77CvVN/WjbrTMvm7ri2a03jxvZa2vJTQ7oyne8m/0zjRm60de7B5/8bqJHn6zh4eAygvp0zfXXEISU5lVq1Hfl94XJ+zhaHPr09sbN3wT1HHBbM/4ED/keoV68NjRq141L0FXV+trbWuLZtza1bsTp9IRC8ifdmcFMmkxWTyWQjsn12kslkPnm4fqVMJouQyWSRMpnMSyaTFcolWRPgKnA9LS2Nbdu86eLRXiNBFw831q/fDsCOHftwcXbMPN6ebdu8efXqFTdv3uHatZs0adyAJo0bcO3aTW7cuE3OPOVyObNnTWXSt5qNhMCjJ3n+/AUAYSHhWFtb0rBRfW5ev8Wtm7GkpaWxe+c+OnZuq3Fdx04ubN20C4C9u/1plTk7UhfPn7/gxPEzAKSlpREZEYWVTVmd6R0c7Lh+7RY3b94hLS0NL6+9dHZvp5Gmc+d2bNywA4Bdu3xxclLNeoqMiCIx4S6gugkXKFAAMzMzjWurVKlI6dIlOXEi+I26X1PTvgZxN+NJuJ1Ielo6R7yP0sJNc5ZVUmwS1y/dQMqQdObTunMrgo+E8vLFS73sGlqDXcO63Lpxhzu34khLS2fvLj/adXTSSNOuozM7tuwBwHfPQVq0bgKAJElYWJijUCgoWLAAaa/SefL4CQCW1mVwdmvF1g278uIC6jaoxZ0bscTdjic9LR3/3Ydwat9KI03CnUSuXLpGRg4fpKelk/YqDQCzAqbqzkJeMQYNFeyrcu9WEg/u3EWZpuTs3pPUc2uskebKqYukvXgFwM1zVyhmWRIACQnTAqaYmJpgYmaKwkTB43upetm1b1SPmzduc/tWLGlp6Xjv9MWto+YMAbdOLmzf4g3APu8DOLZuqpWPZ49OeO9QNYJfPH/ByaAQANLS0rkQeQkra933huzUsK9BfLY6EbgnkJZumveipNgkbkTfICPHojKSJGFWwAwTMxNMzUxRmJqQfD9ZL7uvMdR9QVUvY9X10meXP6456qVrRyd2blH9bPnuOUTzVqryUbVGZU4eV933HtxP5lHqY+rZqwa3nzx5CqhmVpqamSLplqx1b/DZ5a91b3Dt6MSOLXszNQTQotXrewNYWBTMujekpfHk8VOqVK9EeNh5Xjx/gVKp5MzJMNw6O+vlk7fhYF+PokUK/yN5ZSe/YhEedp57SfcNZj/vZcFwPnjf/WAMGv5LsRA+UNG4sb1mn2D7HjwyZ1m9xsPDjfUbvADYuXMfzs4tAXj27DknT4bw4qX2b9LjzHaciYkJZmamSG8QYSgNb+oPvSavfazExLucC78AqOIQHX0FG2vLXL+3oe3nJGcctm/fm2scNqjjsF8rDi9fvtCZf5UqFSlTpiRBQZp9KmPwQ35oADgedIaHySla9l6XTYCPPrLQKpsODnZcv57Vv93h5aPdv3V3ZfNGVf92d7b+7fPMthFAwQIFNOr/06fPANXMbxNTkzfWy/zQkJR4j4jwi4AqLjExV7HOFpeccdi6zRuPHHHw0BEHD4/2bM0lDoULF8LRsSmrVm8GVOMLqamP1PnNmzedbyf/9EZfCEDKkBn9n6F4bwY3gWKA9px9/RkjSZKdJEn1gdvAl7mksQHuvP4QG5egcRMAsLax5E5sPABKpZLU1EeULFkca+us4+prbSw10ufMc+SIIez1OUBi4l2dovsP7Mmhg8ewsi5LXFyi+nh8XBJWVpqDDZZWZYmLS1Bre/ToMSVKqKZ8l69gy+Hju/Det55mzTWnhwMUKVoYt47OHD96SqcWa2tLYjPzB4iLS9T2j3VZdRqlUknqo8da0867du1IZMRFXr16pXG8V28Pdnjt02k/J6WsSnEv4Z76873Ee5SyKqn39a9x7uLEkRwzyIxZg6VVGRKylYXE+LtY5igLZa3KkBCvSqNUKnn86AnFSxTDd08Az54950xUACci/Fm+eC2pKaofne9/msCs6QvIyMjbKsZlrEqTFJ9VhpMS7lLaqrTe15e1LsPWw2vxDdvFmsUb9e6oGJuGYmVLkBL/QP05JeEBRcvqfuWiWW9nogLDAbh59gqXT11kZsgyfgxexqVjESRdi9PLrpVWeUjCykrzlZvsZUZ1b1CVh+x4dOuA9879WvkXKVIY1/ZtCDp6Ri89pSxLcjc+W51IuE9JS/1mwl46e4nwUxFsC93MtrDNhB4N4/bVO2+/MLt9A90XylqVVtc5UNXLslpxKK0Rh9f1MvriZVw7tEGhUGBb3pq6drU0HjSt3raY4OgAnj55iu+eAJ0aLK3KkBCfpP6cEJ9E2Rz1oGyOsqB5b3jB6YsHCQr3ZfnidaSmPOLypWs0ad6QYsWLUtC8IE6ujljp2XkzFPkZC0Pb17csGNoHH4IfjEGDvhjaD8IHKnL2FeLiErQGgaytLYnN1s94lEs7Ojd89m4g9s45Hj95ys6dutvShtLwpv5Qbmn06WNlp0IFW+zt6nIm+Jz62IjhQzgbdpDlf/1KtWqVDWo/51t62X0MqjhY53iI/K5xAOjTx5Pt2/dqHTd0HIoVK5rvGnJj5g8TuXEthH79uvHTjws0zllZWxIbm9W/jY9LwDpHv8rKuqw6jbqPnRkLBwc7zoT4cSrYl9FfT1EPNMrlcoJO+XDtZghHDp8gNDRCp7780vCa8uVtqG9Xh9CQcPUxaxvtMqh1L9ARB5vcyq+NJZUrV+D+/QesXLGAkGB/lv05FwsLcwDc3dsRH5dAZGSUTj8IBG/DqAY3ZTJZRZlMFi2TyVbIZLILMplso0wmc5XJZCdkMtkVmUzWRCaTTZfJZKtkMlmgTCa7LpPJXs8dnwVUkclk4TKZbG7msUKZszCjM/PSOYwsSdKjTA0ywBzI7ZGB1vU5nyzkZkKSdB2XdB63sipLzx7u/LF4lS7J9OzdBbsGdflj4Qqd+bxdm0RS4l0a1HHGpVU3pn43iz9X/Eqhwh+p0ygUCv5aOZ8Vf67n1k3d08T/jobX1KpVjR9+nMjXX32nla5nTw+2b9+j074+5PVJUIkyJahUsyIhR0P/lt1/U8PfiYNdw7oolUqa1WlH64adGDpyEOUq2ODi1pr79x9yIeJSnrRnGtM+lgcfJMXfpY/LJ3g274NH746UKPUOa7AYqQZdEhy6OlK+fhUO/6Uq76UqlMWyqg3fNxvO1GbDqN6iLlWa1PobdvNWLxs0qseL58+JuXRVI41CoWDxijms+msjt/V8hSTX27CesbCuaE2FquXo26Q/fRp/TIMWdtRrWleva9/Ev3Ff0Ot764jD9o3eJCbcZXfABqb8NI6zwREaDdMhvUfSrI4bZmZm6plEuYvQR4Kue0MdMpRKmtd1o02jzgwdMZByFWy4duUGyxauYd2OpazZtpjoi5dRKtN1azAC8jMWhravb1kwtA/yW4Mx+MEYNOiLof0gfKBbg/bvdW4y3/4b5u4xgAoVHShgZqae4WdMGt697fr2az/6yIJtW5czdtw09Sy9P5eto3rNFjRycCMx8S6DBvYyqP25c77Xw1be2m5volevLmzbpt2nMnQc5s75Pl816GLq97OpVKUxmzfv4osvNJey0Ke8y97QwAoNjaBp4w44te7KN+OGU6CA6s3EjIwMHJu7U6t6Cxo1qk+t2tV16ssvDaCKy/pNS5g0YabGLNb8iIOJQkGDBvVYtmwdjZu05+nTZ0yY8CXm5gX5dtLXTJ8xT/s7CAR5wKgGNzOpCvwO1AdqAh8DjsA4YHJmmppAe1SviU+TyWSmwCTgmiRJ9pIkjc9M1wAYDdQGKgO6f80BmUy2GkjMzF9rx5SRI0c2CgoK6iWTyUIzMp5ia2NFQkKSRpq42ATK2arWKFQoFBQtWoSHD5OJi8s6DqiujU/SSK8+npBEA/u6VKlSkZhLJ7h6+TQWFuZER2UtiN7WpRVjxg1jYN/hvHqVRnxcIjbZnkxZ25TVmvGZEJ+IjY2VWluRIoVJTk7h1as0kjOn6UeGX+TmjdtUqZq1ztD832dy/dpNli1d+yb3EReXgG1m/gA2Npba/olLVKdRKBQULVKYhw9TMjVbsmnLMv439Btu3LitcV3derVQmJgQfu7CGzVk537CfY3ZeaUtS/Mg8aHe1wM4ebQmyO8kyvS8N5QNpSEhPgmrbGXB0roMSTnKQmJ8knp2lUKhoHCRQqQkp+LZsyPHDp8kPT2dB/cfEnomnPr2dWjU1B7XDk4cP7efRctn06JVYxb8+bNeeu7G36Wsddbsh7JWZbiXmPeZj/eS7nMt5gYNm9nl+Vpj0JCS+IBi1lkzBItZleTRXe1Xqqu3rIfbl935a+gc0l+pBonqt2/CzXNXePXsJa+eveRSYDgVG1TTujY3tMtDWRIT7+lMo7o3qMrDa7p078juHZrrMgHM/m06N67dZuWfG/TSAqqZmmWss9UJq1I8SHrwhiuycGzfgqhz0bx49oIXz14QfCSUWg30HOTNxFD3hcT4uxozGlX18p52GhvteqlUKvlpyq94OPdj2MCxFClamJvXNO+Rr16+4pDfUa3XKLU1ZD3pt7Iuy10tDUm5aujSoyNHD72+NyQTdiZc/drlto276eLyMX09PiMlOVVLm7GR37EwtH39y4LhfPCh+MEYNOiDof0gfKAiZ1/BxsaK+Nza0dn6GUWytaPfxsuXL/HZdxAPdzedaQylQVd/SFcaffpYoHoNfvvW5WzevIvdu7PaMXfv3icjIwNJklixciPlK9gY1H7O9Rbj4hLUPgZVHBIS7upMk5c41KtXCxMTBefOndc6Z+g4NG5sn28a9GHzll106ar56nV8XCK2tln9W2sbKxJy9Kvi47PS6IrF5ZhrPH36jNq1a2gcT019TNDxM7i2072vRX5pMDExYcOmJWzbuoe9ezT3tIiL1S6DWvcCHXGIza38xicRG5dAbGwCwSGqmbs7du6jgX09qlSpSMWK5QkLPciVy6extbUi+Iw/gHG/CmQgJMn4/wyFMQ5u3pAk6bwkSRnAReCQpHpMcB6omJlmnyRJLyVJug/cBXS9fxIsSVJsZl7h2a7PFUmShgDWwCVAawvdxYsXT3F0dHwgSVKvAgWK0bu3J3t9Dmik2etzgIGZT/969OjMkcAT6uO9e3tiZmZGxYrlqFq1EsEh5wgJDadq1UpUrFgOU1NTdZ77fQ9hW74BVas3o2r1Zjx79pyatVXrWNjb12HJ4lkM7Duc+/dVnfJzZ89TqUpFylewxdTUlK7dO+O3X3Nxar/9h+nzcTcAPLq2J+jYaQBKliyuXuS3QkVbKlepyK2bqlc9v50ymiJFC/HdpLcPZIWFRVKlakUqZGro2dOD/fs0X7/Zvz+A/gN6ANCtW0eOZr7mXrRoYXbsWMX07+dw+rT2Bh29ennglcdZm9ERMdhUssGynCUmpiY4e7bh5EHdr9XnhrOnM0e83+2VdENpiDx3kYqVy2Nb3gZTUxM8unUgwPeoRpoAv0B69O0CQMcu7TiVuVZUXGwizTPX2DO3MKeBQz2uXbnB3JkLaVHPjVYNOvHV5xM5eTyEMcMmow8Xw6MpX9kW6/JWmJia0L5rWwIP6LdzaRmr0hQoqHq6WLhoYewb1+Pm1bx3WoxBw+2Ia5SuaEkJ29IoTBU09GjB+YOaM/9s61Sk789DWT50Dk8eZK1Bkxx/n6pNayNXyJGbKKjStBZJV/WbKRlx9gKVKpenXGZ58OzekYN+muXpoO8RevVV7d7e2dNNvdYuqJ6+unu6sWen5uDm+MlfUaRIIaZNnpUnP8RExGBT0QbLcmUxMTXBqYsTJw+e1uvau/H3sGtaH7lCjsJEQf1m9bidx1gY6r6gqpflsC1vjampCe7d2nPIT7NeHvI7Sve+qk0WOnZpy6njqnVNC5oXxNyiIAAt2zQlXank6uUbWHxkrt7cSqFQ4NTOketXbr5FQ3kNDQF+gVoaevT1yNTgqtYQH5tIi8wZR+YWBbF3qK+2VTJzJrO1jSXt3V3Ys9MvT775t8mPWBja/ruVBcP54H32gzFoyCuG9oPwgYrQ0AiqVq2Y1Sfo1QUfH81NDn18DjJwQE8AunfvTGBmP0MXH31kod79WaFQ0KG9CzExV3WmN5QGXf2h7OS1jwWqHbIvRV/lt9//0sgr+47YXT07EhYWaVD7Fy/GaJxXxSFLT69eHrnGYYA6Dp0IDDyJPvTu7ZnrrE0wfBwuXozJNw26qJptQo+HuxuXYzQ3Tg0Li6Rylaz+bY+e7tr9232H6Ndf1b/tmq1/W6GCLQqFAoBy5aypVr0yt27HUrJUCYoWVa0pXrBgAZycW3IlRveGrfmhAWDx0lnExFxj8aKVWjZzxqFPb098csTBR0ccfHwO0CeXOCQl3SM2Np7q1VWbHru4OHLp0mUuXIjGxtaOatWbUa16M2JjE2jStD2oJp0JBHpjYmgBuZB9FeqMbJ8zyNKbPY0S3d9D33RqJElSymSyrcB4YHWO0+mo1uL0vxAZyJq1W4mKusz0aeMIDYvAx+cgq1ZvYe2ahURHBZGcnMLHA1TLgEZFXcbLay/nI46QrlTy9ajv1GsXjho9hf37NqGQy9V5vonZv0ylUKGPWLn2dwBiYxMY2G843477gW07VyBXKNi8YQcx0VeZOPlrws9dwN/3MBvXe7Hkr7kEnztAcnIq//t0DADNWzZm4uSvSU9XkpGhZNyYaaQkp2JlXZax44dzOeYah4+pNpFZuXwDG9Z55apLqVTyzdhp7N6zDoVCzvp127l06QpTpo7h7Nnz7N8XwNo1W1mxcgER54+QnJzK4EFfAfDFsE+oXKUCE7/9ionfqo55egzi3j3VjK7uPTrTo9uQt4VPgwxlBoum/sHsjaod2ny3+nPr8i0GjxtETMRlTh08TQ276sxYMY1CRQvTvF0zPhk7kM/a/g+AsrZlKWNdmohTkXmya2gNSqWSaRN/Yd32pcgVcrZv2s2VmGuMmTSC8+EXCfA7ytYNu1iw9CeOhOwlNeURXw2dAMD6lVuYu+gH/E/sRCYDr03eREddeYvFt+uZPXkBSzbPR65Q4L3Zh+sxNxg+YShR4dEcPRBEbfuazF/1C0WKFaZ1u5YMGz+Unm0GUKlaRcZO//L1Ow6sW7qZq9F5263dWDRkKDPw+n4VI9ZNRq6Qc3pbIIlXYuk0phe3z1/nQkAYnt8OwMyiIEOWqOpmctx9ln8+l/D9p6neoi6T/OeBJHHpaDgXDp3V+7tPnfAzG72WIVco2LpxF5ejrzHu25FEnLvIQb9AtmzYye9//kJQ6H5SklMZMXS8+vpmLRxIiE/SeO3cyroso8Z9wZXL1/ELVC0kvmbFZjav36GXHxZNXcysDT8jV8jx23qAW5dv8ck3g7gcmVUnpi//XlUnXJvxydhBDHX9H8f2Hce+hR3LDy4DSSLkaCinA/Rb61PT/r9/X1AqlcyYNJs12xcjl8vx2rSHKzHXGT1pGOfDozjkd4xtG3fz65KZHA72JiUllVGfq3Y+LVmqOGu2LyYjQyIp4S7fDJ8KqB5A/LVhAWZmZqoydTyETWtyvz+/1jB90mzWbl+CXC5n+ybvTA3DMzUcZevG3cxf8iOHg71JTXnE159PAmD9qq3MWTgDvyAvZDIZXpuz7g1LVs+jWIlipKelM23CLB6lPs6Tb3QxftosQs5FkpLyiLZdBzDis4H0yLGY/buQH7EAmDhtFB49OmBuUZCgSF+2bdjNwjnL/hX771IWDOmD99kPxqDhvxYL4YMsDaNHT8Vn7wYUCgVr1m7l0qXLfP/9N5wNi8Rn30FWr9nC6lW/EXXxOA8fpjBw0Ej19TExJ/34REkAACAASURBVClSuDBmZqZ4eLSns3t/Hj5MZofXKgoUMEOhkBMYeJK/lut+28JQGpRKZa79ob/Tx2rZojEDB/Qk8nwUoSGqQZmpU2fh63eYWb9Mwc6uNpIkcetWLMNHTKSBfV2D2s8tDnv3rkehULBWHYexhIWdZ9++g6xZs5VVq37j4sVjPHyYwqBBWdtFxMScoHC2OLi7DyA6c1fqnj3d8fT8RGf8DR2H/NAAsGH9Ytq0bk6pUiW4eT2UGT/MY/WaLfz807dUr16FjIwMbt+O45tR32v5ZPw309nlvVbdv42+dIXvpozm7Nnz+O4/xLq1W/lrxXzCIw+TnJzKkE9Uq+Y1b+HAmLHDSEtPJyMjg7Gjv+fhg2Tq1K3Jn3/NRaFQIJfL2LVjP35+mpOS8ltDs+YO9Pu4OxcuRBN0SrVR2g/T53HAP1CjLOzLEYdp08YRli0Oa9Ys5FJmHPpni8N2r71E5hKH0WOmsm7tIszMTLl+4zZDh47V+b0FgrwiM6bdqGQyWUXAR5Kkupmf12R+9np9DvACnkiSNC8zzQXAHXgMnJUkqULmcSdgnCRJ7pmf/wBCJUlak4tdGVBFkqSrmf+fCyBJ0jhdWk3MbAzuuOLmuW3o/u/yPO3V2xPlI01L6Pdq7vvO9ef6v3KRXxQzNXx5NAZaFbQ1qP2djy4a1D5AzY9sDC3BKHZavPki70sf/NNIuS4f/e8RE/32Ae/8pmbNnoaWIBAIBLkS++Te2xO95yjzuFHl+4qJXGFoCaRnvNsyXO8TFqYFDC3BKHie9vLtifKZtFdxhtt224i51dDV8J2ct1DhbIBBYmeMMzffCUmSHmRuPHQB8AX031Zbtc3CWplMViTz/xHA8HyQKRAIBAKBQCAQCAQCgUAgEAj+IYxqcFOSpJtA3WyfB+s6l+149vQf5zgdmO3cl+ggc03ON242JBAIBAKBQCAQCAQCgUAgEAiMC6Ma3BQIBAKBQCAQCAQCgUAgEAgEmkgZ4m19XXxwg5symWwXUCnH4YmSJPkbQo9AIBAIBAKBQCAQCAQCgUAgeDc+uMFNSZK6GVqDQCAQCAQCgUAgEAgEAoFAIPj7fHCDmwKBQCAQCAQCgUAgEAgEAsF/Ccno90o3HHJDCxAIBAKBQCAQCAQCgUAgEAgEgndBzNz8D5P64qmhJRicsynXDS0BpZRhaAmULFjY0BIoZmJhaAkcvxtlaAkUK2NYP/gUrmxQ+wDjMl4aWgIZiMeaxkCNmj2QYdiFz6OjvQxqH6BmzZ6GloBkBHXC0GXBGBBxUCH8oCIjw/BtSENj+CgYB8oMpaEliFgAz9NeIpMZ1hOSEUzNM7QPBIJ3QczcFAgEAoFAkC8Yw+CBQCAQCAQCgT6IQT2B4L+LmLkpEAgEAoFAIBAIBAKBQCAQGDFShhiA14WYuSkQCAQCgUAgEAgEAoFAIBAI/pOIwU2BQCAQCAQCgUAgEAgEAoFA8J9EvJYuEAgEAoFAIBAIBAKBQCAQGDGSJF5L14WYuSkQCAQCgUAgEAgEAoFAIBAI/pOIwU2BQCAQCAQCgUAgEAgEAoFA8J9EDG7mnQ5ATHRUEBPGj9Q6aWZmxqaNS4mOCuJk0F4qVLBVn5s44Uuio4K4eOEYbu3aqI+3d3Pi4oVj6MrztwUzSXl4Wf25lWNTgs/48ezpTWZMn8CF80eJigpi/Ljc9WzcsISoqCCCjmvqmTB+JFFRQVw4f5R22fR8/fVQws8d4tzZANav+4MCBQoAsHbNIi6cP8q5swH8tWweJibaqxq4uTm9k54SJYpxwH8bDx/E8NtvP2pc88OMCVy7GszDBzFa+eVGW9fWBJ89QFjEIUaP/SJXDSvX/k5YxCEOHvGiXHkbjfO2tlbcSYzgy68/Ux9btOQXLt84w8ng/XppcG3XmrBzAYRHHmbMN8Ny1bB67ULCIw9zOHAn5TM1NGpUn6BTPgSd8uHE6X24e7gBYGNjhc/+jYSEHeBMiB/DRwx+o/3WLi04dMabIyF7GTbq01zsm7JoxRyOhOxl14EN2JSzBsDExIR5i2fie9yLg6d2MXy05rVyuRyfI1tZsWmRXn54TWMnB9YeXcWGoDX0G9lH63z9pvVY5ruEgJt+tO7cSn3cvoUdy/3/VP/5X91Hy/Yt9Lb7trqV1/paoEABTp3wISz0IBHhh5n2/Td5cYPB/JCdwm0aUvPwEmodXUaZ4T20zpfo6ULds+upsf83auz/jRJ92wFgXrsS1XbNocbBP6jht5Bi7o7vZB9UflgduIK1x1fTd0RvrfP1mtZl6f4/8L+xn1adNO18PvkzVgT8xcrDyxk5Y/g72zdEHFq7tODg6Z0cDvbmi68Ha503MzNl4YpZHA72Zof/WmzKWQFgamrC7IXT2X9sKz6BW2jaspH6mm8mjyQoYj+RN4P01hBweheHg70Z9vWQN2rY6b9OrcHExIS5f/yA77FtHDi5g+GZ95VKVSvgc2SL+i/ixnGGfPGx0ftBX6b8PJ/WnfvSdYD2ffzvYAw++KfLAsDg//XD9/h2/IK83loOjMkPxqDhQ4/Fh+wDNzcnLlw4xqWoIMbraKts3LiUS1FBnMjRVpkw4UsuRQVx4cIxjbb8lcunOXc2gNCQA5w+pd12HTPmC9JexVGyZPH3VkP16lUIDTmg/ntwP5qvvxoKwMaNS9XHr1w+TWjIAYPbNwYf5IcGgKJFi7Bly1+cP3+UyMhAmjXNqiMjRwzhwoVjhIcf5pdfvss3DXktj7rIj76uTjvGUBaMaJxBoELKMP4/QyEGN/OGAlgMdKxn50yfPl2pVauaRoJPh/QjOTmVmrUd+W3hcn75WXWTrlWrGr17e1Lf3oXO7v1ZtPBn5HI5crmchb//hLvHAHLLs1HD+hQrVlTDxu07cXw2dAxbt+7m00/74dFlIHZ2zvTp40mtmpp6hgzpS3JKKrVrO7Jw4XJ+/mmySk9NlR57exfcPQawcOFPyOVyrK0tGTnyU5o170yDhq4oFAp69+4CwOYtu6hbrw0NGrpibl6QTz/tp2FLLpfz++8/vpOeFy9eMn3GXCZOmqnldJ99AbR0dNcrQHK5nLnzp9Or+2c0c+hAj17u1KhZVSPNwE96kZqSSiO7tixdvJrpMydonP9p9ncEHDymcWzzxp307Ko9SKhLw6/zZ9Cj2xAaN2pPz14eWhoGfdKblJRH2Nd3YfEfq5gxcyIAUVGXaePoiWNzd7p3Hczvi35EoVCQrkznu8k/07iRG22de/D5/wZq5Znd/g9zJjO49wjcWnSjS/cOVK1RWSNN7wHdSE15hHNjD1Yu3cCkaaMB6OTZDjMzMzq26omHSz8+/qSneuATYMgX/bl6+bpefsiuZ9SPXzFp4GQGOw+lraczFaqV10iTFHeX2WPncmj3YY3j4Scj+Lz9MD5vP4yxfcbz4sULQo+G6W33TXUL8l5fX758iatbbxo5tKORgxvt3Zxo2qShUfshhwhsZ37B9U9mEO06kuJdWlOgWjmtZMk+QcR0Gk1Mp9E83HIQgIznL7k1ZgEx7b7k2qDp2EwbiqLIR+8gQc5XP45k8qApfObyOc6ezpTP4Ye7cfeYM/ZXDu8+onG8dqPa1HGow//chvG56xfUsKuOXbP6ebZvqPI4ffZEPu3zFe1b9sCjeweqVq+kkaZX/66kpjzCpYknq//cyMRpowDoM7A7AJ1a9+GTnsOZ/MNYZDLVejuH/I/RzW2Q3hpmzJ7EkD5fZtOQ497QvyuPUh7j0sSTVdk0dPJ0xayAGR1b96ZL2/70+6QHNuWsuHH1Fu7OfXF37kuXth/z4tkL/Pcdyc280fghL3Tt1I4/57+9E5IXjMEH+VEWqtesQp+B3enmNpDObfrg4taaipXL52beqPxgDBo+9Fh8yD543Vbx8BhAfTtn+upoq6Qkp1KrtiO/L1zOz9naKn16e2Jn74J7trbKa1zb9cKhsRvNmnfSyM/W1hrXtq25dSv2vdZw+fI1HBq74dDYjSZNO/Ds2XN2e/sC0L//cPW5Xbv2s9vb16D2d+3eb3Af5JcGgAXzf+CA/xHq1WtDo0btuBR9BYA2bVrg4dGehg1dsbd3Yf78P42iPOoiv/q6udkxhrLwrt81P8YZBAJ9eG8GN2UyWTGZTDYi22cnmUzm8w75LJLJZE90nG4CXAWup6WlsW2bN1082msk6OLhxvr12wHYsWMfLs6Omcfbs22bN69eveLmzTtcu3aTJo0b0KRxA65du8mNG7fJmadcLmf2rKlM+lazY3XrViznz1+iePHiJCbe1bjWI3Om32s8suvZuQ/nTD0eHm5aeho3tgfARGGCuXlBFAoF5hbmJCQkAeDnl9XRDwkNx9bGSsNW48b2Wt9FXz3Pnj3n5MkQXrx4qeX04OCzJCbe1RESTRo52HH9+i1u3bxDWloaO7320amzq0aajp1d2bxxFwDeu/xo49Rcfa6Tuyu3btwh+tIVjWtOngghOTlFLw0OmRpuZmrY4eVDZ/d2Gmk6u7uyeeMOAHbv8sXJSTX76/nzFyiVSgAKFiiAJKnSJyXeIyL8IgBPnjwlJuYq1taWudq3a1iXWzfucOdWHGlp6ezd5Ue7jk4aadp1dGbHlj0A+O45SIvWTQCQJAkLC3MUCgUFCxYg7VU6Tx6rqoOldRmc3VqxdcMuvfzwmpr2NYi/GU/C7UTS09I57B1ISzfN2W5JsUlcv3SDjAxJZz5tOrci+EgIL3MpI7nxprr1mrzWV4CnT58BqpkaJqamSJJuzcbgh+xY2Ffj5c0EXt1JQkpLJ3nvcYq2a6rXtS9vxPPqZgIA6Xcfkn4/FUWJInnWUCOHHwL3BNLSrblGmqTYJG5E3yAjx6M/SZIwK2CGiZkJpmamKExNSL6fnCf7hoqDql7Gquulzy5/XHPUS9eOTuzcovrZ8t1ziOatGgNQtUZlTh4PBuDB/WQepT6mnn1tAMLDznMv6X4eNNzR0JDz3uDa0YkdW/ZmagigRavX9wawsCiYdW9IS+PJ46ca17Zo3YRbN2OJj00waj/kBQf7ehQtUvgfzdMYfJAfZaFK9UqEh53nRebv2JmTYbh1dv4P+MEYNHzYsfiQfZCzrbJ1mzceOdoqHjraKh4e7dmqo63yJubNm863k39St18+BA0uLo5cv36L27fjtLT07OlB9KUrBrW/dau3wX2QXxoKFy6Eo2NTVq3eDEBaWhqpqY8A+OKLQcyZu5hXr14BcO/eA6Moj7rIr75uToyhLPyd75of4wwCgT68N4ObQDFgxFtTvQGZTOaQmY8ubIA7rz/ExiVoDTBZ21hyJzYeAKVSSWrqI0qWLI61ddZx9bU2lhrpc+Y5csQQ9voc0DmwZ2FhzoMHWR37uLhErHPcCGysLYnN7GgqlUpSH2XqsbFSHweIi03ExtqK+PhEFvy2jGtXz3D71lkepT4mIEBzFqOJiQn9P+6B/4HAHLasiL2TLc886PmnsLIuS1y27xUfl4iVdVmNNNbZ0iiVSh6lPqFEyeJYWJgzaswXzP4lb69ca2uw1PBtfFwC1lZlc6Qpq+GHR48eUyLTDw4OdpwJ8eNUsC+jv56iHux8TfnyNtS3q0NoSHiu9i2typAQl6j+nBh/F8sc9stalSEhPlFt//GjJxQvUQzfPQE8e/acM1EBnIjwZ/nitaSmqBog3/80gVnTF5CRkbe55qWsSnE34Z76873E+5SyKpWnPACcuzhxaLfuGWE5eVPdyi2NPvUVVA8dQkMOkBAXyaFDxwgOOaeXHkP5ITumliVJS8jqZKUl3MfUsqRWumIdm1PDbyEVl07ENBeNFnbVkJmZ8OpWota5t1HKsiR347P5IeE+JS3188Ols5cIPxXBttDNbAvbTOjRMG5fvfP2C7PbN1AcylqVVtc5UNXLslZlNNJYWpVW193s9TL64mVcO7RBoVBgW96auna1sLLRrNP6YGlVhoT4JPXnhPgkylqVzqGzTK4aVPeGF5y+eJCgcF+WL16nvje8xqNbe/bu9DN6PxgaY/BBfpSFy5eu0aR5Q4oVL0pB84I4uTpipeMhnLH4wRg0iFh82D6wtrEkNlt7Iy4uARs92yqqNrXmta/bKpIk4bt/M2dO+zL0s/7qNO7u7YiPSyAyMuqD0PCaPr092bp1NzlxdGzK3bv3yJAkg9q/evWGwX2QXxoqV67A/fsPWLliASHB/iz7cy4WFuYAVK9WGUfHJpwI2suhAC8cGtkZRXnUxb/V1zWGsvB3vmt+jDMIssiQZEb/ZyiMajEDmUxWEfADgoBmQASwGpgBlAH6A52A8kDlzH9/kyRpITALqCKTycKBg8A+oJBMJvMC6gJhwABJxyMZmUymAOYCHwPddEnMeSBndq9fQ9FMo+u4pDFVPvtxK6uy9OzhjotrTx1SIJcs9dQj6by2WLGieLi7Ub1Gc1JSHrFl85983K87mzbvVKdbtPBnjged4cSJ4H9Mzz+FXvnrSDPpu1EsXbxaPTPv3TVoH9Pyg3ZR4vU0zdDQCJo27kD1GlVY9tc8Dh4I5OVL1RPNjz6yYP2mJUyaMJPHj3OfYKyPD3SlsWtYF6VSSbM67SharAjb9q0m6OhpqtWowv37D7kQcYmmLR1ytauL3L5rXmNeokwJKtesRMjRUP3tvrMf3nxtRkYGDo3dKFq0CDu2r6ROnRpcvPj29WAN5YecKnIRofExNSCE5D3HkF6lU7J/B8rPH821flPU503KFKf8gjHc/uZ3rWv1UpB7BdHrWuuK1lSoWo6+TVSN0jmbfiG0aV3On7mgv30jKo9a31tHudu+0Zsq1SuxO2ADcbEJnA2O0HrooZ8IfSToujfUIUOppHldN4oWK8xWn1WcOHqGO7dUT/1NTU1o26ENc39888Mho/CDgTEKH+RDWbh25QbLFq5h3Y6lPHv6nOiLl1Eq03VLMAI/GIMGEQs+aB/kV1uljVNXEhKSKF26JH6+W4iOuUpYWATfTvqajp001x99nzUAmJqa4u7uxndTftFK17dPV7Zs9Ta4fd35//c1mCgUNGhQj9GjpxIcco75v85gwoQvmT59LgoTBcWLFaWloweNHezZtOlPvp380z+uAfJWHnXxb/V1jaMsaOsy5DiDQKAPxjhzsyrwO1AfqIlqsNERGAdMzkxTE2iP6jXxaTKZzBSYBFyTJMlekqTxmekaAKOB2qgGQ1u+we6XwB5JknS+Tzdy5MhGQUFBvWQyWWhGxlNsbazUU6lfExebQDlb1RqFCoWCokWL8PBhMnFxWccB1bXxSRrp1ccTkmhgX5cqVSoSc+kEVy+fxsLCnOgozcXInz59rvEkyMbGUuOpM6hmnNnaWmXpKVKEhw9TiIvNOg5gY2tJfEIibV0cuXnzDvfvPyQ9PZ3du31p1jxr0ecp342hdOkSjB8/Q8s/sXEJ2JbLlmce9PxTxMclYpPte1nbWJKYcFdnGoVCQZGihUh+mIJDYztmzJxAxMVAho8YzNhxw/n8i4HvpMFWQ4MVCTlm38bHJ2r4oUiRwlp+uBxzjadPn1G7dg1A9SRrw6YlbNu6h717/HXaT4hPwirbEzpL6zIk5bCfGJ+knsGgUCgoXKQQKcmpePbsyLHDJ0lPT+fB/YeEngmnvn0dGjW1x7WDE8fP7WfR8tm0aNWYBX/+rJc/7iXco0y2GRilLUvxIPGBXte+xtmjDUF+J1Cm699h0lW3dKXRp75mJzX1EUePnaS9m5Neegzlh+ykJd7XmIlpalWKtKSHGmmUKY+RXqk6gA82H8CibhX1OXkhcyqv/p6EeRt5dk6/Db5yci/hPmWss/nBqhQPkvTzg2P7FkSdi+bFsxe8ePaC4COh1GpQK4/2DROHxPi7GrOGVPXynnYaG+16qVQq+WnKr3g492PYwLEUKVqYm9du50lzloas2URW1mW5q6UhKVcNXXp05Oih1/eGZMLOhKtfuwRo4+rIxcho7t/TLE/G6AdDYww+yK+ysG3jbrq4fExfj89ISU59ozbj8YMxaPiwY/Eh+0DVHs9qb9jYWBGvZ1tF1abWvPZ1W+V1e+fevQfs9valcWN7qlSpSMWK5QkLPciVy6extbUi+Iw/z549f281AHTo4My5c+e5e1dzeQCFQkHXrh3Zvn1PvsVBX/uv838fNcTGJRAbm6B+02nHzn00sK+nzmvXbtW6jyGh4WRkZPDkyVODlsczp/0oW1Zz5vhr/q2+rjGUhb/zXfNjnEEg0AdjHNy8IUnSeUmSMoCLwKHM2ZbngYqZafZJkvRSkqT7wF1A17sfwZIkxWbmFZ7teg1kMpk10At445STxYsXT3F0dHwgSVKvAgWK0bu3J3t9Dmik2etzgIEDewHQo0dnjgSeUB/v3dsTMzMzKlYsR9WqlQgOOUdIaDhVq1aiYsVymJqaqvPc73sI2/INqFq9GVWrN+PZs+fUrK25a/CDBw+xtCyjca2Pz0GNND4+B7P0dO9MYKYeH5+DWnpCQsK5fSeepk0bYG5eEABnZ0eio68CMGRIP9q1a8OAgV/m+gQqNDRC67voq+ef4mxYJFWqVKB8BVtMTU3p3rMzvvsPaaTx23+Ifv1Vk3M9u3Xg2NHTAHRy64ddHSfs6jixdMka5s9byvJl6/OsISwskspVKlIhU0OPnu7s3xegkWb/vkP066/aqbprt44cPXoKgAoVbFEoFACUK2dNteqVuXVbtbj14qWziIm5xuJFK99oP/LcRSpWLo9teRtMTU3w6NaBAN+jGmkC/ALp0Ve1gHPHLu04lblWVFxsIs0z17EytzCngUM9rl25wdyZC2lRz41WDTrx1ecTOXk8hDHDJqMP0REx2FSywbKcJSamJrh4OnHy4Cm9rn2Ni6czh7zz9iq2rrqVnbzW11KlSlC0qGqdyYIFC9LWpRUxMdf00mMoP2TnWcQVClSyxqxcWWSmJhT3aMWjg2c00piUyXpgUrRdE15cVZU/makJlf6aTPKOI6Tuf/d6GxMRg01FGyzLlcXE1ASnLk6cPHhar2vvxt/Drml95Ao5ChMF9ZvV4/bVvHWiDRUHVb0sh215a0xNTXDv1p5Dfpr18pDfUbr3VW2e1rFLW04dDwGgoHlBzC1U9+SWbZqSrlRy9fKNPNnP0lBeQ0OAX6CWhh59PTI1uKo1xMcm0iJzfTlzi4LYO9Tn+pWb6us8und46yvpxuIHQ2MMPsivslCylOr+YW1jSXt3F/a8oUwYjx+MQcOHHYsP2Qc52yp9envik6Ot4qOjreLjc4A+ubRVLCzMKVRIteGfhYU57VzbcPFiDBcuRGNja0e16s2oVr0ZsbEJNGnangMHAt9LDa/p06drrq/gtm3bipiYq8TFJeRLHPJiP7/KgjFoSEq6R2xsPNWrqx6Wu7g4cunSZQD27PHH2Vk196hatcqYmZkREHDMoOWxabMOJCVpPth4zb/V1zWGsvB3vmt+jDMIspAkmdH/GQqjei09k+yr7GZk+5xBlt7saZTo/h76pmuAasbo1czp1RYymeyqJEk5t6NORzXD0/9CZCBr1m4lKuoy06eNIzQsAh+fg6xavYW1axYSHRVEcnIKHw9QLQMaFXUZL6+9nI84QrpSydejvlOvXThq9BT279uEQi5X5/kmHBrZ4bV9JcWLF0WpVHI+8iixcfGsXbOVqEuXmfb9OMLOqvSsXr2FNat/JyoqiOSHKQwYmKnnkkpPRMRhlOlKRo2aQkZGBiEh59i5cz/BZ/xIT08nPPwiK1ZsBGDxH79w63Ysx4+ppqvv3u3LTz//luVgpZLRo6eyz2cjcoU8T3oALsecokiRwpiZmdLFoz2dO3/Mpegr/PLzd/Tp0xULC3OuXwth9erNzPxxfq6+USqVTPhmBjt2r0ahULBx/XaiL13h2ymjCD97Ad/9h1i/dht/rviVsIhDJCen8Nng0W/0N8CK1Qto2aopJUsW50JMELN++p0N67br1DD+m+ns8l6LQiFn/TqVhu+mjObs2fP47j/EurVb+WvFfMIjD5OcnMqQT74GoHkLB8aMHUZaejoZGRmMHf09Dx8k06y5A/0+7s6FC9EEnVItZv/D9Hkc8A/M1f60ib+wbvtS5Ao52zft5krMNcZMGsH58IsE+B1l64ZdLFj6E0dC9pKa8oivhqp2jF+/cgtzF/2A/4mdyGTgtcmb6KgrWjbyQoYyg4VT/2DOxl+Qy+X4bvXn5uVbDBn3CTERlzl58BQ17Kozc8V0ChUtRPN2zRgydhBD2n4OQFnbspS2Lk3Eqcg82VUqlbnWrb9TX62syrJq5W8oFHLkcjleXnvZtz/gLUoM6wdNp2QQ+/0yKq+bjkwh5+G2AF5cuYPl2I95FnmVRwHBlB7sQZF2TSBdSXrqY26PU9XxYu6OFGpSB5NihSnR0wWA2+N+53lU3jqxGcoMFk1dzKwNPyNXyPHbeoBbl2/xyTeDuBx5mVMHT1PDrjrTl39PoaKFae7ajE/GDmKo6/84tu849i3sWH5wGUgSIUdDOR1w5u1Gc9g3VHmcMWk2a7YvVpWdTXu4EnOd0ZOGcT48ikN+x9i2cTe/LpnJ4WBvUlJSGfX5t4Cqg75m+2IyMiSSEu7yzfCp6nwnThuFR48OmFsUJCjSl20bdrNwzjKdGqZPms3a7UuQy+Vs3+SdqWF4poajbN24m/lLfuRwsDepKY/4+vNJAKxftZU5C2fgF+SFTCbDa3PWvaGgeUEc2zRlyti37ypuDH7IC+OnzSLkXCQpKY9o23UAIz4bSI8ci/rnFWPwQX6VhSWr51GsRDHS09KZNmEWj1IfG70fjEHDhx6LD9kHr9sq+3K0VaZNG0dYtrbKmjULuZTZVumfra2y3WsvkTnaKmXLlsZru+pBuMJEwZYtuznwhvXr3lcNAObmBXFt25oRIyZq2VStO+htFPbfdw2jx0xl3dpFmJmZcv3GbYYOHQvA6jVbWLH8V86dO0TaTxo1zAAAIABJREFUqzQ+/Wy0UZRHXeRXXzc3O8ZQFt71u/5T4wwCQV6RGdPIeOaamz6SJNXN/Lwm87PX63OAF/BEkqR5mWkuAO7AY+CsJEkVMo87AeMkSXLP/PwHECpJ0ho9dDyRJKnQm9KYmNkY3HHy3Ba0+MD4yLSgoSWglPK2wU5+ULLgP7ub77tQ0bzM2xPlM8fvvn0x8PymVZnab0+UjyxQmBvUPsC4jLzv5P5PYwz18vaLvL3unh9IGPanKtf1hf9loqO9DC2BmjV1r5/9b2HosgDGUR4MjYiDCuEHFbcfJb09kUAg+NfIdf3dfxljGJ8xBj+8ehlreBFGSEzNjoYvIG+hRrSvQWJnjDM33wlJkh7IZLITmYOdvqg2FBIIBAKBQCAQCAQCgUAgEAj+00gZYsxXF0Y1uClJ0k1UO5u//jxY17lsx7Onz7nVWWC2c1/mQccbZ20KBAKBQCAQCAQCgUAgEAgEAsNjjBsKCQQCgUAgEAgEAoFAIBAIBALBWzGqmZv/BjKZbBdQKcfhiZIk+RtCj0AgEAgEAoFAIBAIBAKBQCB4Nz64wU1JkroZWoNAIBAIBAKBQCAQCAQCgUCgL0aw35TRIl5LFwgEAoFAIBAIBAKBQCAQCAT/ScTgpkAgEAgEAoFAIBAIBAKBQCD4T/LBvZb+PiGJOcnYFatoaAnIkBlaAqnK54aWQMjDq4aWgH3JyoaWgNzA5cFEkWFQ+wAYgQRDx0GgQkIy+D2yZs2eBrUPEB3tZWgJRuEHgXG0Gf7P3nlHRXW8f/i5u4AlKnaqijVqVGxYUYoCFhCNBRM1aqLfaOzGnlijicaWaOy9EHtBQURFRbGBDQsgNlS6BdAkFlj298fisssuCJYfazLPOXsOe+975/3sO3OHmbkzcw0BEQcVoiUPRjJ5QUsgPUNR0BIMAplU8PelZAAaZFLBzv8qLDcuUP8ARvKCvy8F+lFmFPw9YqiImZsCgUAgEAg+CGIAQyAQCAQCwcdCQQ9sCgSCt0fcvQKBQCAQCAQCgUAgEAgEAoHgo0QsSxcIBAKBQCAQCAQCgUAgEAgMmAylWBWVE2LmpkAgEAgEAoFAIBAIBAKBQCD4KBGDmwKBQCAQCAQCgUAgEAgEAoHgo0QsSxcIBAKBQCAQCAQCgUAgEAgMGKVYlp4jYuamQCAQCAQCgUAgEAgEAoFAIPgoEYOb+acdcCMyPJhxY4fonDQxMeFP72VEhgdzOng/lSpZq8+NHzeUyPBgrl87gauLg/q4m6sj16+dIKc0f1v4EylPotTfR474H1fCjnHxwmFCQwK4EXmaiPBgxuagx9t7GRHhwZzKpmfcuKFEhAdz7doJXDT0mJqWYOvWlVy9GsSVK8dp1rSRVpqjRn1L2qtYypQpBYCrqyPXrp34f9EwbdpYLl44zPnQQxzw+5MyZmV0/GnSxNGOjUHr8A7ewJdDeuqcr9e0Liv9lxEYHYBDx1bq4/Vb2LI6YLn6c+jWAezdWuTqKyfsHBuzIWgtm4PX88UQL70aVvgv5Uj0QVpn07AqYLn6E3DLj5ZvqaGFU1N2n/wTn9Nb6Te0t875hs1s8T60hpAHx2nT0VF93MLaDO+ANWw5vI4dxzfR9SvPPPts69Kai5cDCbt6jNHfD9I5b2JiwoaNiwm7eoxjQXuoWNEKACdne06e2se5EH9OntqHg0Nz9TVdu3bk7Dl/Qs8H8NPMCfmIADR3asKuk97sOb2FvkN76Zxv0MyWzYfWcPbBMa0YmFubsSlgNd6H17Lt+MZ8xSA7do6NWR+0ho3B6+ippyzUbVqX5f5LOBTtr1MWVgQsU3/8b/m+dVko1roh1Y8sp/rRlZQd1E3nfMmubagZ6k1V30VU9V1EqR6uABSuVZkqO+dR7eASqh1YTAkNffnFzrEx646vZsPJdfT8rofO+bpN67DswB8E3D1Aqw72WucGTvqG1UdWsuboKoZMH/zW/gsiH1o7t+Dw2d0cDfHh2+H9dM6bmBizaPVsjob4sCtgA1YVLAAwNjZizqJpHDixDd/jW2naMqtOXrftD3yPb8U/eAc/zZuETJb7v/XWzi04cnYPR0N8GDS8f64adgdsVGswMjJi7h8z8D+xnUOndzF4xNfqa/r97wv8T+7gYPBO+n/75UcTh/et4ftJQwgOO8CV6OA3xiA//PjzAlp37Enn3rr16LtgCDH4t5YFQ9DwseXFfzkGb+oHvE3fYtXK+cTFhHH5UqBWWtM12tH+fn9iYWFmMBo0cXFx4MqVY1y/foIxY77Tq2fTpiVcv36CEyd81HpKly5JQMBWHj2KYOHCGWr7YsU+4dw5f/UnJuYyc+dO1UrzfcfA2tqSI4d2cPXKccIuH2XY0G/U9lMmj+be3fOcDz3E+dBDtG/nbDAaNHF1deTa1SDCw4MZOyaHPt7mpYSHBxN8cr9WPhwK2M6Txzf47beZavsiRQqzd+8Grl45zuVLgcyaOVEnTR0NLo5cvXKc8OsncywLmzctJfz6SU6e2JetLGzj8aNIflv4k9Y1+/dtIjQkgEsXj/DH4p/fWEe7uDgQFnaUa9eCGDNGt+2pKo9/cO1aECdO7KViRZUGZ2d7Tp3yJTQ0gFOnfHFwyGoz+vhs4Nw5fy5cOMyiRbPeqKFN29aEXDzEhbBARo7+Vq+GNRt+50JYIIeP7aRCZr/qNdbWFjxICGPocFUZsLKyYN+BzZy9cJDTof58+13fXP07t2nFmfMHCbl0iOGjBurxb8yqdQsJuXSIg4Hb1f4rVLTifkIYx07u5djJvcxdOB1QlYU/t6/gdKg/J8/6Mnna97n6FwjyghjczB9yYAnQvq6tE15enalVq7qWwdf9vyA5OZWate35bdEqfvn5BwBq1apOjx6e1KvvTEf3XixepKpIZTIZi36fhbtHb/Sl2ahhPUqWNNXycfnyNZo2a09jOzesrCyIiLxJPVsneuagJyU5lVq17fl90Sp+1tDj1cMT2/rOuGvoAVi4YAaHAo5Rt64DjRq5EBF5U52etbUlbdu05t69GAC1fg+P3v8vGubPX0bDRi40tnPlwIEj9B2pO1D3GplMxoiZwxjfZxJ9nb7B2dOJStUratkkxSYxe/SvHNl7VDvGp8MY4DaIAW6DGOU1lhcvXhAadCFHX2/SMKHPJPo5DaCNHg2JsUnMGT2XQD0aBroNYqDbIEZnajj/lhrG/zyaYb3G0NWhN+06t6VyDRstm/iYRKaN+JmDe45oHX+Y+Jh+HoP4wqU/X3X4H/2H9qbsGwaUX/tcsHAGn3fuR+OGrnTv3omaNatp2fTt14OUlFRs6zqxZPEa9WDl48dP6N5tAE2btOfbgWNYtWYBoGqkzPx5Iu4de2HX2I3y5cvi6Ji3gaXXMRjeawzdHfrgpicGCZkxCMgWg0eJj/naYzC9XL6mX4dv6Tu0V55ioE/D8JlDmdjnB752Goizp6Pe8vjr6Hl6y8K3boP51m0wY7zGvXVZQCbDcvpgovtP5Zbbd5h6OFCoWgUds1S/k9x2H85t9+Ekbz8EQMaLl8SMWcCtdkOI7jcVi8kDkRX/5C0kyBg2cwiTvvqRb5wH4uTpREWdODzk19HzObr3mNbx2o1q81njz/if6yAGtv2WT21rYNusXr79F0Q+yGQyps0Zz9dew3Br2RWPz9tRrUZlLZvuvTqTmvIU5yaerFvuzfipIwDw6vM5AB1ae9G322AmzRiNJKmWpAz7Zjzujj1pb9+d0mVK0cGzba4aps+ZQH+voRoaqmjZ9OjVmacpz3Bu4slaDQ0dPNtiUsiE9q170KlNL77o2xWrChbUqFkVrz6f08W1Dx0dvHB2bY1NlYr63BtUHD6EhsCAE3Rx/SpHv29L5w4uLF8w882G+cAQYvBvLguGoOFjyov/cgze1A+A/PctADZu3E5Hd90HufM02tF+B47w4w+jClzDpEkjdGLy++8z8fTsS/36bejRoxM1a2rr6dfPi5SUVD77rDWLF69mZuYg2YsXL5k+fT4TJszSsv/rr79p2rS9+nP/fiw+Pv4fNB/S09MZO246des50tLeg8GD+2ml+fuiVTS2c6WxnSv+B48ahAZ9+eDRqQ+2tk54eXlSK1s+9O/fk+SUVGrXtmfRolX8PGuSOh+mTZ/L+Anag4oACxeuoG49R+yatKN588a4uTnp2GTX0MnzK2zrO+PVw1OnLPTv15OUlBRqf9aKRYtXM2tmlobp0+cxYYLu/88vew3GrokbDRq2pWzZMnTt6p6rht9++wlPz740aNA2s0+jWx6Tk1OpU8eBxYvXMGvW6z5NMt26fY2dnRsDB45m7dqF6mt69x5C06btadTIhXLlytC1a8dcNcxdMI3un39Ds8bt6NrdnU+z9av69O1OakoqjWzbsGzJOqb9NE7r/Kw5P3Dk8An19/T0dH6c+AvNGrXD1akbAwb21klT0//s+VPo2W0ALZt0pEtXd2p8WlXLptdX3UlJeUqTBq4sX7qeKdPHqM9F372PU6vOOLXqzNhRWQ8VlixeSwu79ji36kKTpg1p07Z1jjEQZKFUGv6noPjXDG5KklRSkqTvNL47SpLkm4/r10uSdFeSpMuZn/p6zJoAt4A7aWlpbN/uQycPNy2DTh6ubNq0A4Bdu/xwdrLPPO7G9u0+vHr1iujoB9y+HU0TuwY0sWvA7dvR3L17n+xpymQy5syezISJ2pXy8aDTPH/+giZ2Dbh1+y6lSpqSlpbGtu0+eGTT45GDHg8PN7bp0VO8eDHs7Zuydt0WANLS0khNfapOb968aUycNAtlZqnNrv9Da3j27C91ukU/KZrrzVOz/qfERscRfz+e9LR0jvocp6VrSy2bhJhE7kTcRZmRkWM6Dh1bc+5YKC9fvMzZWS4a4qLjiL+foKFBe0AuMVNDRkbOP8ahYytC3lJDnQa1iImOIfZ+HOlp6QT4HMHRTXs2XHxMAjcjbpORLQ7paemkvUoDwKSQMdIbniq+pnFjW+7cvkd09APS0tLYuXM/Hd1dtGw6dnTBe/MuAPbs8VcPVF4JCychPgmA8PAoChUqhImJCTaVK3Lr5l0ePXoCwLFjp/Ds3C5Pej5rUIsH0bHEZpaFQz6BOOiJwa2I2zr5kD0Gb3qymhNZ5VFVFo75BNEih7KgzKUstO7YipBj59+qLBSxrcHLe/GkPUhEmZZOqu8Jirs0y9O1r+7G8So6DoD0pCekP07FqIzpG67S5dNs98Txfcdp6dpcyyYxJpG7kXfJUGqXR6VSiUkhE4xMjDA2MUZubETyo+R8+S+ofLBtWId7d2N4cC+WtLR0fPcE0La9o5ZN2/aO7N6q+rflvy+Q5q3sAKj2aRVOnwwB4PGjZJ6mPqNu/dqAqsMGqpmVxibGudaJKg0PtDS46NGwa+v+TA1HaNGqCaBqqBQtWhi5XE7hwoVIS0vjr2d/U7VGZS5fuMqL5y9QKBScO30B1445d1QMJw7vX8PlC1d5mPgoZ8dvSeP6dTEtUfy9pmkIMfg3lwVD0PAx5cV/OQa59QNek9++BcDJ4HM8SU7R+Z2a7ehPPimKUqk0CA2a2NnV19KzY8d+PDxctWw8PFzZvHknALt3H8DJSdW+/+ef55w+HcrLly90/L6malUbypcvQ3BwiPrYh4hBQkISly5fA1TlIDLyJlaW5jnqMgQNmmTPh+3bffTmg1rPbj+cMvW8zocX2dpIz5+/ICjoNKDq3126fA0rK4u8a9ixT78GdVnw0ykLL17qttNel0EjIyNMTIx1yqA+Da/7NDt27Mc9W5/G3d0Fb+9dmRoO4Oio0hAWdp14PX2a7BqMjXPX0KixLXfu3ONepobdO/3o0FH7QUn7jm3Z4r0HAJ89B3FwzGpbd3Bvy727D4iMyJqwlJj4kCth1wFV2Yi6cVvvLGqAho3qEX3nHveiY0hLS2Pvbj/ad2yj7b+DM9v+VPnfvzeAVg7N9SWl5vnzF5w6eQ5QlYUrYeFYWOn3LxDklX/N4CZQEtCdq54/xiqVyvqZn8t6zlsBD15/iYmNxzLbPwhLK3MexKgGABQKBampTylTphSWllnH1ddamWvZZ09zyHf92e97iISEJL1iLa3MMS1RgoMBqtlNsbHxOv+wctJjZWlOjIbf2Ew9VapU4tGjx6xZvZDQkABWLJ9L0aJFAFXFHRcbz5Ur4VrpZ0/nQ2oAmDFjPHduh/LFF11YO2+93tgAlLMoy8P4rNg9THhIOYv8z7hz7uTI0WwzuPJKWYuyJMU/1NDwiLIWZfOdjlMnRwKzzWLLK+XMy5EQmxWHpPiHlDcvl+frzSzLsy1wPQcu7GbDH948Snz8xmssLc2JiY1Xf4+NTdC9VyzN1DYKhYLUp8/UWx28pnPn9lwJu86rV6+4czuaGp9WpWJFK+RyOR4eLlhZW+bpN5Q3L0eiTgzyng9mluXZErgevwu78hyD7JS1KMtDrbLwkLJvUR6dOjly7C3LgrF5GdI0NKTHP8JYzyzUEu1aUO3AYiosmYixnvJapF4NJGMjXt2L1zn3JsqalyEpTiMO8Y8ok8e8iLgYweUzYWw/v4XtF7ZwPugC9289ePOFmv4LKB/MLMoRH5eg/p4Ql4SZRXktG3OLcsTHqmwUCgXPnv5FqdIlibweRdt2DsjlcqwrWlLHtpZWA3Dd9iWERB7h77/+xn+f9sxj7fTLEx+XqP4eH5eImYV2XWBmUV6vBv99R/jnnxecvX6Y4Mv+rFqykdSUp0RF3KZJ84aULGVK4SKFcWxrj0UuHSdDiMOH1PCxYAgx+LeXBUPQkFcKOg7/5Rjk1g/QZ5OXvsWb+GnGeO5mtqOnTZ9b4BpmzJiv7Utf/8DSLEcbhULBUz1tyJzw8vJkx479Of4+9e94jzGoVMma+rZ1OBdySX3su8H9uXjhMKtWzqdkSVOD0KCJlaUFMQ+yteWzDUSq+nKabfmnec4HU9MSdOzYlmPHct42Ivvv0tvPfMuy4Lt/MzEPLvHsr7/ZvdsvVw2vf6Nag1X+NXTp0oGwzD7Na/bt28j9+xf566+/2b37QI4aLCzNiNXQEBebgIXOPZFlo1AoeJr6F6XLlKJo0SKMGPUtc35ZnGP6FSpaUc+2NhfOh+XsPzarfoyLTdQZCDW3MCNWo1/39OkzSpdWxaBiJWuOntyDj98mmjXX3u4OoIRpcVzbO3Ey6EyOGgWCvGBQg5uSJNlIkhQpSdJqSZKuSZLkLUlSW0mSTkmSdFOSpCaSJE2TJGmtJEnHJUm6I0nS8MzLZwNVM2ddzs08VkySpJ2ZaXpLr9eIvIPE7AeyP2XR50KpzOm4MsfjFhZmdOvqzh9L1uYoplWrppQtW5r585e9Nz1GcjkNGtRlxYqN2DVx4++//2HcuKEUKVKYiROGM236vDyk/2E0vGbKlDlUqWrHli176NI/t/0P9fvND6XLl6ZKzcqEBJ3P34VqBW+OT141hL6thjzkUW4kxiXh1aYfns29cO/RjtJl39xgePtykWVTq1Z1Zswcz/BhqiU3KSlPGTliMhs2/cGhI9u5dy8WRXp63n6Enjs/P9mQGJfEF2360bl5zzzHIC+8TVmoXNPmrctCDiK0vj4LDCGq9dfc6jCMv05dxmruKK3zRuVKYb1gNLHjfnurdQd6q+E8pmNpY0mlahXo2aQXXnZf0qCFLXWb1sm3Bl33Hz4f8vS7c7gndnj7kBCfxN4jm/lx1hguhoShUCjUNv17DKHZZ66YmJioZxLpF5EXCfo12Db8jAyFguZ1XHFo1JEB3/WhQiUrbt+8y4pF69m4axnrty8h8noUCkXO96UhxOFDavhYMIQY/NvLgiFoyCsFHYf/cgw+RDv6TUyeMofKme3oId/1L3ANgwf3y4Ov/LUhc6N7905s377vPfl887WffFKU7dtWMXrMVPVsveUrNlKjZgsaNXYlISGJub9OMQgN2r50knxv+SCXy9m0aQlLlqzl7t37OdrlLSZv1qkPd4/eVLJpTCETE/VsT/0a3px+Xvo0M2dOYOhQ7T1GO3X6isqV7ShUyCTXrbbyFOccbCb8MIJlS9bx99//6E37k0+KstF7CRPHz9SaVZ1f/znZJCYk0eAzJ5xbdWHyD7NZvno+xTS2tZLL5axcs4DVyzdxLzpGr3+BIK8Y1OBmJtWA34F6QE3gS8AeGANMyrSpCbihWiY+VZIkY2ACcDtz1uXYTLsGwEigNlAFyLnmUjFLkqQrkiQtlCSpUPaTQ4YMaRQcHNxdkqTzGRl/Y21lQXx8opZNbEw8FTJnk8nlckxNS/DkSTKxsVnHAdW1cYla9urj8Yk0qF+HqlVtuBFxiltRZylatAiR4VlPtto4t8K9oyvh4TfUT4CsrCyIy6OemNh4rDX8WmXqiYmNJyYmnpBQ1VO9Xbv9aFC/LlWr2mBjU5EL5w9zM+os1tYWhJwL4J9/nuuk86E0ZGfr1j04tM/5pSYP4x9STuOpeznzcjxKyN+MOycPB04ePIUi/e06rw/jH1JeY2ZUOfOyPH4LDcHvoCEpPglzq6w4lLco91ZLJx8lPubOjbs0aGr7RtvY2HisNZ7uWlmZ694rsQlqG7lcjmmJ4jx5olq+ZGllzp9bV/C/Ad9rNXr8DwTi5NCFNk5duXnzDrduRedJe1L8Q8zeUwxu34jOUwx0ro1/RDmtslCOxwlP8pWGo0drgg+efuuykJbwGGMNDUYWZUlL0tagSHmG8pVqcCp5awBF6mbtvyMrVoRKa6aSOH8Tzy/feCsND+MfUd5SIw4WZXmcx5mw9m4tCL8UyYt/XvDinxeEHDtPrQa18uW/oPIhIS5Ja0ajuWV5EhMe6tpkzgaQy+UUL1GMlORUFAoFs36cj4fTFwzqM5oSpsWJvq3dGXj18hWBB4N0llHqash60m5haUaSjoZEvRo6dW1PUOBp0tPTefwomQvnLquXXW733ksn5y/p6fENKcmpOtoMMw4fTsPHgCHE4L9QFgxBQ14o6Dj8l2OQUz8gJ5u89C3yypate+jSpUOBa+jcub22L339g/ikHG3kcjklNNqQuVG3bi2MjORcunQ1x9+n/h3vIQZGRkbs2LaKLVv2sHdv1h6fSUmPyMjIQKlUsnqNN3Z29Q1CgyYxsfFYV8jWlteY3ay2sdZsy5fIUz4sWzqHW7fusnjxmlztsv8uvf3M2IS3KgsAL1++xNfvMB7urjnaqNLXjIMFcXHZNeRcHq2szNm2bSUDBozWO5D78uVLfH0P6yy31yQuNgErDQ2WVubqLbz02cjlckqYFiP5SQqN7WyZ/tM4wq4fZ/B3/Rg9ZjADv+0DqMrGBu8l7Ni2D999h3L3rzFb1dLKTGdlaXxcgnqLgdcxSE5O4dWrNJIzt6e4cvk60XfvU7Va1n7GC37/iTu3o1mxbEOO/gXaZCglg/8UFIY4uHlXqVReVSqVGcB1IFCpejRwFbDJtPFTKpUvlUrlIyAJyGn9SYhSqYzJTOuyxvX6mIhq0NQOKA2Mz26wZMmSH+3t7R8rlcruhQqVpEcPT/b7alcE+30P0adPd0D1Zudjx0+pj/fo4anaO9CmAtWqVSYk9BKh5y9TrVplbGwqYGxsrE7zgH8g1hUbUK1GM6rVaMY//zynZm3VPib163/G0iWzcffoTcWK1uprvXp44ptNj28Oenx9D+GlR09i4kNiYuKoUUO1SbCzsz0REVFcuxaJlbUt1Ws0o3qNZsTExNOkqRuHDh3X0v8hNQBU06gMPdxduX875yWpN8JuYF3ZCvMK5hgZG+Hs6cjpw6dztNdHG09nAn3ebkk6QGTYDax0NORvyr2zpxOBPm+3DBng+uVIKlSugGUFC4yMjXDzbEtQwKk8XVveohyFCqv2hiluWhxbu3rcy0On4cKFK1StZkOlStYYGxvTrZsHB/y0l2IdOHCEXr27AtClS3uCMpcimJoWZ9eutUyb8itnz2q/rKVcOdXy4ZIlSzDwf73ZsH5bnn5H+OVIKlS2VsfA1bMNJwLy9vZU7RgUw9au7lt1nLKXBSdPh3yXBSdPJ469Q1l4fiWKQjaWGFubIRkbYeremmdHzmnZGJXLmpVavG1TXmYu+5aMjai4/EdS9hzlqX/eyo8+boTdwMrGCvMKZhgZG+HYyZHTh8/m6dqkuIfYNq2HTC5DbiSnXrO63L+Vv7woqHy4cuk6NlUqYF3REmNjI9y7uBF4MEjLJvBgEJ/3VG1q375TG86cDAWgcJHCFClaGICWDk1JVyi4FXWXop8UoZyZakm/XC7H0cWeOzej36ChopaGIweP62jo2tMjU0NbtYa4mARaZM44KlK0MPUb11P7KpM5k9nSyhw3d2f27T74EcTh/Wr42DCEGPxby4IhaMgvBR2H/3IMcuoHaJLfvkVuZG9H37hx2yA0aHL+fJiWnu7dPfD1Paxl4+t7mN69uwHw+ecdOH48b+37Hj08dWZtwofLh1Ur5xMReYvffl+plZa5edYD986e7bl+/YZBaNAkez706OGpNx/Uej7vyPHjb24fTp82FlPTEnz//dQ32qo02GRp6N5JvwZ1WXizhk8+Kar+7XK5nHZuzty4cesNGipTqVJWefTz09bg53eEXr26ZmrooN5X1NS0BLt3r2PKlF85cyZrtY+OhnZOOveBJhcvXKFq1UpUzOxXfd6tI/4HArVsDh4I5IteXQDw7NKOE0GqtnUH1y+w/cwR288cWbZ0PQvmLWPVik0ALF76C1E3brH0j5xXigJcuniVylVt1P47f96Rgwe0+8cHDxzF60uVf4/ObgSfUPkvU6aU+n0FlWysqVLVhnvRqr7FxB9HUsK0GD9M+DlX/wJBXjEqaAF60Nz1N0PjewZZejVtFOT8O/Jqh1KpfL2RxUtJktahmimanXRgKBBw7cpx1m/YRnh4FNOmjuH8hTB8fQ+zdt1WNqxfRGR4MMnJKXzZW7UNaHh4FDt37udq2DHSFQqGj/iEQc4uAAAgAElEQVRB/fKWESN/5IDfn8hlMnWauTHnl8kUK/YJ3puXAnDpYiCJiQ/V106dOoYLGnrWr19ERKaeXhp6duzczxU9ekaOmszGDYsxMTHmzt37DBgwOkctCoWCESN/xC+b/g+lYdasidSoURVlRgb37seyeOqSXLRl8Pvkxcz1no1MJsN/20Gio+7Rf0xfboRFcfrwGT61/ZSZq6dRzLQYzV2a0290X/q3GQCAubUZ5SzLEXbmSq75kRsZigwWTf6DX71/ydQQoEdDDX5Sa2hG/9Ff0b/NQADM3oMGhULBnEkLWLJlATK5jH1b/bgTdZdBY78hPCySE4dOUdu2JvPX/kyJksVp7dKSQWO/obtjHypXr8ToqUMzl7zApuVbuBV5J08+vx89lb37NiKXy9i0cQcRETf5cfIoLl68ygG/I2xYv43VaxYSdvUYycmp9PtqGADfDupLlaqVGD9xGOMnqo55enzFw4eP+XXuFOrWVc3Um/3LIm7dylsHRqFQMHfSQhZvmY9cHYNovh37DREaMZi7dhYlShanlUsL/jf2a7wcv6Jy9UqMnDpUvY3E5uVbuJ2HGGQnQ5HB4sl/MMf7Z3VZuBd1j35jvuJGWBRnDp/lU9saTF89lWKmxWnu0oy+o/vwTZv/AaqyUP4dywKKDOKmLcdmwwwkmYzkHYd5efM+5Uf24vnVmzwLDKFMv04Ub9MEpSIDRcozYsb+BkCJDvZ8YvcZ8pLFKdlVtYl57NiFvIjIXydSFYclzN78MzK5jIPbDnEv6h59v/+KqCtZcZi2aooqDm2b0Xf0Vwxo+z9O+J2kfgtbVh1eAUoloUHnOZttcDZv/v//80GhUDB9whzW71iCTCZj55/7uHnjDiMnDOLq5XACD55gu/de5i/9iaMhPqSkpDJioGr5UpmypVi/YwkZGUoS45P4fvBkAIoULcLKzQsxMTFBJpdx9mQof67fmauGaRPmsGHHUmQyGTv+9MnUMDhTQxDbvPeyYOlMjob4kJrylOEDVW/83LR2G78ums7B4J1IksTOLT5Ehqs2pl+6bh4lS5ckPS2dqeNm8zT1mcHH4X1rABg/dQQeXdtRpGhhgq/4s33zXhb9uuKNZeNNjJ06m9BLV0hJeUqbzr357ps+dM32kon8Yggx+LeWBUPQ8LHlxX85Bq/b0dn7Ae/at9i8aQkOrZtTtmxpou+cZ/qMeaxbv5WfM9vRGRkZ3L8fy3dDJhS4huHDJunEZOTIyezfvwm5XM6GDduIiIhiypTRXLhwFT+/w6xfv421a3/j+vUTPHmSwldfZW1fdePGKYoXL46JiTEeHm64u/cmMlL1/6pbN3c8Pfvqzf/3HYOWLezo07sbV66Gcz5UNUg5efJs/A8eZfYvP2JrWxulUsm9ezEM/m68QWjQlw9+vt7I5DI2rN9GeEQUU6eM4cJFlZ5167ayft3vhIcHk/wkhd59sl5/EXXjDCVKqPKhk4cbHTt+ydNnfzFx4ggiI28Sck71IHTpsvWsy3yJrL58GTlyMr77NyOXy1mvLgvfc/HCFXz9DrNu/VbWrf2N8OsnefIkhT5fDdEoC6cpoVEWOrr34smTZHbtXEuhQibI5TKOHz/NylWb9fp/rWHUqCns378xszxuJyLiJpMnj+bixSv4+R3JLI8LuXYtiOTkFPr0UZXHQYP6UrWqDRMmDGPCBFWfxsOjj6odtXM1JiYmyOVygoJOs+oNGsZ9P51de9chl8vx3rSDyIibTPxxBJcvXsP/QCCbNmxn+er5XAgLJDk5hW/6jcwxPYBmzRvR88suXL8WyYnTqgH/n6bN5/ChIB1bhULBxDEz2L57NTK5nC2bd3Ej8hbjJw3n8qVrBPgfxXvTTpaunEvIpUMkJ6fyv69V21o1b2nH+EnDSU9XkJGhYMyoqaQkp2JhacbosYOJunGboydULyJas2ozmzfm/P9SIHgTUn73GvuQSJJkA/gqlco6md/XZ37f+focsBP4S6lUzsu0uQa4A8+Ai0qlslLmcUdgjFKpdM/8/gdwXqlUrs/Bt4VSqYzP3JdzIfBCqVROyEmrkYlVgQeu4Cb8Gg4ty+dvSeqHQN++mv/fpCqeF7QEolJjC1oCNU2tC1oCpvIibzb6gPye+RbGgmRkWlpBS8j3PpofgugX7//N2flFScHGwRDqR0MgMrLgG+s1a3YraAkCgSAb957mfQn3vxUjmbygJZCe8fHtnfwhkL3z6ynenXd/Rca7IZMKfmFrYblxQUvASF7w9+XD1BsFXyANkEsVPQu+k/MGGtz3KZC8M8SZm2+FUql8nPnioWuAP5Dza8/04y1JUjlUY4aXgUHvW6NAIBAIBAKBQCAQCAQCgUAgeH8Y1OCmUqmMBupofO+X0zmN45r2X2Y7fVzj3FByQalUOudTrkAgEAgEAoFAIBAIBAKBQCAoQAxqcFMgEAgEAoFAIBAIBAKBQCAQaGMAO28ZLP+5wU1JkvYAlbMdHq9UKgMKQo9AIBAIBAKBQCAQCAQCgUAgeDv+c4ObSqWyS0FrEAgEAoFAIBAIBAKBQCAQCATvzn9ucFMgEAgEAoFAIBAIBAKBQCD4mMhQipfI54SsoAUIBAKBQCAQCAQCgUAgEAgEAsHbIGZufsSULFKsoCXw16sXBeq/uVH5AvUPkEHB7+rrm3anoCWgUGYUtATMjUsUtAT+znhVoP7XZBR8vRD29FJBS6BO8YoFLUEAKFEiUbBPmJUGUEfXrNmtoCUQGbmzoCUYRBwKGkMojwV9T4KIw2tkUsFrKGgUGYqClmAAJcEwUBrAm0oKWkMGGVgXL1ugGl4o0grUP0C6suDvS4Egv4jBTYFAIBAIBB8EQxg8EAgEAoFAIMgLBT2wKRC8CaVYlp4jYlm6QCAQCAQCgUAgEAgEAoFAIPgoEYObAoFAIBAIBAKBQCAQCAQCgeCjRAxuCgQCgUAgEAgEAoFAIBAIBIKPErHnpkAgEAgEAoFAIBAIBAKBQGDAZIg9N3NEzNwUCAQCgUAgEAgEAoFAIBAIBB8lYnBTIBAIBAKBQCAQCAQCgUAgEHyUiMHN/NMOuBEZHsy4sUN0TpqYmPCn9zIiw4M5HbyfSpWs1efGjxtKZHgw16+dwNXFQX3czdWR69dOkFOavy38iZQnUervreybEnLuIPGPr+Ph6aY+7tymFWfOHyTk0iGGjxqoR5sxq9YtJOTSIQ4GbqdCRSsAKlS04n5CGMdO7uXYyb3MXThdfc2kySO5fP040bEX8xQcFxcHwsKOcu1aEGPGDNYbn02b/uDatSBOnNhLxYqq+Dg723PqlC+hoQGcOuWLg0ML9TXTpo3l5s0zPHwYnicNmtRwqMfowHmMOb4Ah8EeOueb9GrDiIOzGXbgZ77dMZXy1VQxKVqyGAO2/MC062vpNL1fvv3mrMeWMYHzGXt8IY6DO+mcb9qrLSMPzmHEgV8YpKHnXbB3aobvqe34n93JgGFf6Zxv1Kw+Ow5vICz2FK7uzlrnVmz5jTNRR1iyef47afgQ5eJdaOjQiOXHVrDyxCq6fddd53znAZ1ZGriMxQF/MGvLLMpZlXsvfu0cG7MhaC2bg9fzxRAvnfP1mtZlhf9SjkQfpHXHVurj9VvYsipgufoTcMuPlm5vF4uaDrZMDFzApOO/0UZPGXT4pgPjD89jrP8cBnv/SCmrsupz7hO+ZFzAXMYFzKW+e/M8+3zfdVORIoX5c/sKTof6c/KsL5OnfZ+vGBRUPrR2bsHhs7s5GuLDt8P76Y3DotWzORriw66ADVhVsADA2NiIOYumceDENnyPb6Vpy0bqa76fNITgsANciQ7Os4YjZ/dwNMSHQcP756phd8BGtQYjIyPm/jED/xPbOXR6F4NHfA1A5WqV8D22Vf0Ju3uS/t9++Z+LA0C//32B/8kdHAze+VHEID/8+PMCWnfsSefeg95ruoYQB0PRUJDl0RDi8F+OgaurI9euBhEeHszYMfr7Ft6blxIeHkzwSe2+xbixQwgPD+ba1SBcNPoWw4cP4PKlQC5dPMKmjX9QqFAhAJycWnLurD+hIQEcO7qbqlVtDEvDtRNEhAczNoc+lrf3MiLCgzmVrY81btxQIsKDuXbthFpDjRpVOR96SP15/CiS4cMGAODtvUx9/GbUWc6HHnrv/gFMTUuwdetKrl4N4sqV4zRrmlU2hnzXn2vXTnD58lF++eWHDxIDoSFLw82os1y6eITzoYc4e+aATpqjRn1L2qtYSpUuqXOutXMLAs/5cCx0P4M06pgsPcYsXv0rx0L3s+fQZqwqWAKq+mnekp/wP7mTw2f2MHik6lqTQibsPezNgaDtBJzazcjxun2j7Di1sedkqB+nLx5k6MgBejUsXzuf0xcP4ndkK9YVLdXnan1Wg/2H/uT4mX0cPbWXQoVMADA2Nmbub9MIPn+AkyG+dOzkkqN/QxhnEKhQfgSfgkIMbuYPObAEaF/X1gkvr87UqlVdy+Dr/l+QnJxKzdr2/LZoFb/8rKqka9WqTo8entSr70xH914sXvQzMpkMmUzGot9n4e7RG31pNmpYj5IlTbV83H8QyzcDRrFrh6/6mEwmY/b8KfTsNoCWTTrSpas7NT6tqnVdr6+6k5LylCYNXFm+dD1Tpo9Rn4u+ex+nVp1xatWZsaOmqo8H+B/DzVl38EcfMpmM3377CU/PvjRo0Jbu3TtRs6Z2fPr18yI5OZU6dRxYvHgNs2ZNAODx42S6dfsaOzs3Bg4czdq1C9XXHDhwhFatPPOkQRNJJtFpRn/W9fuVhS5jse3UQmewMMznNL+3m8DiDpM4sWI/HSf3BiDtZRqH5+/kwM/e+fabm57OM/qztt8cFriM0avnss8pfms3nt87TCRohS/uk/u8k0+ZTMYPs8cy6MuRdGrVkw5dXKlao7KWTXxsIj+M+Am/3Yd0rl+7dDMTh057Zw0foly8i57BMwczte9UvmszGIdOralQvYKWze3rdxjVcSTD3IYS7HeK/pN0GzJv43fEzGFM6DOJfk4DaOPpRKXqFbVsEmOTmDN6LoF7j2odv3w6jIFugxjoNojRXmN58eIF54Mu5FuDJJPoOuNrVvabzRyX72nQqSVm2cpgbHg0CzwmMbf9eML8z+ExsRcAtZ0aYP2ZDfM6jOe3zj/i/D93ChUrkqff/SHqpiWL19LCrj3OrbrQpGlD2rRtnacYFFQ+yGQyps0Zz9dew3Br2RWPz9tRLdu92L1XZ1JTnuLcxJN1y70ZP3UEAF59PgegQ2sv+nYbzKQZo5Ek1X47gQEn6OKq+9AiJw3T50ygv9dQDQ1VtGx69OrM05RnODfxZK2Ghg6ebTEpZEL71j3o1KYXX/TtilUFC+7euoe7U0/cnXrSqc2XvPjnBQF+x/5zcahRsypefT6ni2sfOjp44ezaGpsqFfW5N4gY5JfOHVxYvmDme03TEOJgKBoKsjwaQhz+yzGQyWT8/vtMPDr1wdbWCS8vT2playP179+T5JRUate2Z9GiVfw8axIAtWqq+hb16zvj7tGbRYtmIZPJsLQ0Z8iQr2nWvCMNGrZFLpfTo4fqYeYfi3+hb79h2DVxY+u2vUycMLzANUyaOELdH/Lw6E09Wyd65tDHSklOpVZte35ftIqfNfpYXj08sa3vjLtGHysq6jaN7VxpbOdKk6bt+Oef5+z18QegV6/B6nN79hxgr4//e/cPsHDBDA4FHKNuXQcaNXIhIvImAA4OLfDwcKNhw7bUr+/MggXLP0gMhIYsDQBtXbrT2M6VZs07aKVnbW1J2zatuXcvhuzIZDJm/DqJfj2+w7VFFzp93o5qn2arn3p3ITXlKU52HqxZtpkJU0cC0MHTBRMTE9q36oaH8xd82bcbVhUsefXyFV92HkAHhx50dOiBQ5uW1G9cV8e3poaf5/1Ir27f4tDUg87dOui0pb/o05XUlKe0aNiOlUs38GPmg3+5XM4fK+cwfvR0HJt3oqt7X9LS0gEYMeZbHj18gn3jDrRu6sGZ4NAc/Rf0OINAkBf+NYObkiSVlCTpO43vjpIk+eZ2TbbrJUmSZkmSFCVJUoQkScP1mDUBbgF30tLS2L7dh04ebloGnTxc2bRpBwC7dvnh7GSfedyN7dt9ePXqFdHRD7h9O5omdg1oYteA27ejuXv3PtnTlMlkzJk9mQkTtTsU9+7FcPVqBMqMDPWxho3qEX3nHveiY0hLS2Pvbj/ad2yjdV37Ds5s+3MPAPv3BtDK4c0zry6cDyMx8eEb7QDs7Opz+3Y00dEPSEtLY8eO/bi7az8Bcnd3wdt7FwC7dx/A0bElAGFh14mPTwIgPDyKQoUKYWKieqoUEnKJhISkPGnQpEL9ajy+l0jygyQUaQrC9p+hlmsjLZuXfz1X/21StBBKpepZQ9rzl9w7f4P0l2n59pu7ngSeaOip7do4Vz0o3+3ZR92GtXlwN4aYe3GkpaVzYO9hnNppDwLFPYgnKvyWVnl6zbmT5/n7r3/eScOHKhdvS436NYiPjiPxfgLpaemc2H+CZq7NtGyunrnCyxcvAbhxKZKyFmX1JZUvatb/lLjoOOIz/R71OU5LV+1Zf4kxidyJuEtGRs757tCxFSHHQtX68kPF+tV4dC+Bx5ll8NL+09TJVgZvnQkn7cUrAO5duklJ89IAmFW34va5CDIUGbx6/pLYiPvUcrB9o88PUTc9f/6CUyfPAZCWlsaVsHAsrMzyFIOCygfbhnW4dzeGB/diSUtLx3dPAG3bO2rZtG3vyO6tqn9b/vsCad7KDoBqn1bh9MkQAB4/SuZp6jPq1q8NwOULV3mY+CgfGh5oaXDRo2HX1v2ZGo7QolUTQFUVFS1aGLlcTuHChUhLS+OvZ39rXduidRPuRccQFxP/n4tD1RqVuXzhKi+ev0ChUHDu9AVcOzoZbAzyS+P6dTEtUfy9pmkIcTAcDQVXHg0hDv/lGLxuI2n2Azw8XLVsPDT7Frv9cMrsW3h4uOr0Lezs6gNgJDeiSBFVXIoULUJ8fGJmvJQUL666l01LFCc+PrHANcTFJ+r0h7Zt98EjWx/LI4c+loeHG9v09LE0cXa2586de9y/H6uTB926eRAZcfO9+y9evBj29k1Zu24LoGqvpKY+BeDbb7/i17lLePVK1d56+PDxB4mB0KBbFvQxb940Jk6ape4HapK9ftq/56BO/eTS3oldW/cB4L/vMC1av66flBQtWiSrfnqVzl/P/gLgn79VfT4jYyOMjIxyne7WoFFdou/c5/49VVvaZ5c/bh20V9u16+DM9i17AfD1OUQrB1XfxsG5JRHXogi/dgOA5ORUMjL7fD17dWHRwlVqrU+epOj1bwjjDAJBXvjXDG4CJYHv3miVM/2ACkBNpVJZC9iqx8YKePD6S0xsPJaW5loGllbmPIiJA0ChUJCa+pQyZUphaZl1XH2tlbmWffY0h3zXn/2+h/I0sGdhaUZsbIL6e1xsIhYW2p19cwszYmPj1dqePn1G6dKlAKhYyZqjJ/fg47eJZs21BwDziqWlOTEandrY2HisrMz12GTF5+nTZ5QpU0rLpkuXDoSFXVf/o3tbSpiVIjXusfr70/gnmJqV1rFr1seFMUELaTfhS/ZP2/hOPnPD1KwUKRp6UuMfY2pWSseueR8XxgX9RocJX+IzbcM7+TQzL098XKL6e2JcEmbm72eJdV4xtHJRxrwMD+OyOhqP4h9RxqxMjvauXq5cOHb+nXwClLUoS1J81j/whwmP3mrQ1KmTI4F7c54ZlxslzUpnK4P674nXNO3hRMTxywDERdynlmN9jAub8Emp4lRvXpuSFjnH7TUfum4qYVoc1/ZOnAw680YtUHD5YGZRjvi4rDgkxCVhZlFey8bcohzxmbFSKBQ8e/oXpUqXJPJ6FG3bOSCXy7GuaEkd21p5HszVTl+7PoiPS8TMQrs+MLMor1eD/74j/PPPC85eP0zwZX9WLdlIaspTrWs9urixf/fB/2QcoiJu06R5Q0qWMqVwkcI4trXHIlv7wJBiYAgYQhwMQUNBl0dDiMN/OQZWlhbEPNBsIyVgaWWRzSarHaVQKEh9mtm3sLLQbl/FJGBlaUFcXAILf1vB7VvnuH/vIk9Tn3HkyAkAvh00ln0+G7lzO5Revbry69wlBa/h1z+wtMpqB6o0xGOVxz6WlaXutZbZ2plePTzZtm2vTvzt7ZuSlPSQDKXyvfuvUqUSjx49Zs3qhYSGBLBi+VyKFlWteKlRvQr29k04FbyfwCM7adzI9oPEQGjIKgtKpRL/A1s4d9afAd/0Utu4u7sQFxvPlSv6tz8z16h7QFU3mGdrx5pZlFfXH7r103POhR/hVFgAq5ZsULedZDIZfse3cT7yGMFBZ7l84ape/yoN2m3p+LgEzHXqJzPiNOonVVu6JFWrVUKJki27VnIoaCffDVetRithqnrAMP6HYRwK2snK9QspW05/u94QxhkEWWQoJYP/FBQGNbgpSZKNJEmRkiStliTpmiRJ3pIktZUk6ZQkSTclSWoiSdI0SZLWSpJ0XJKkOxozLGcDVSVJuixJ0tzMY8UkSdqZmaa39HqNiH4GAzOUSmUGgFKp1DeiqHN99ic8+lwolTkdV+Z43MLCjG5d3fljydpcJL/Jb160KUlMSKLBZ044t+rC5B9ms3z1fIoV/yRPfrXT1z2WVw2vqVWrOjNnTmDo0In59p8XQfqeyJ3ddJh5DqM4OHsLzsM6v7vffOnRNTuz6TC/OozEf/aftBnW5R196h5S/j/vhPFxlAv9po5dnKhWrzq7Vux6d7d6MkNfecyN0uVLU6VmZUKD3nKwVV8NmIOGRp3tqVCvCkdXqmbK3Dh5hfBjlxixewZ9Fg0j+uJNMhS6s311XH7Aukkul7NyzQJWL9/EvWjdpUR69RRQPuj995Pdbw5x2OHtQ0J8EnuPbObHWWO4GBKGQqHIl2ZV+nmRoF+DbcPPyFAoaF7HFYdGHRnwXR8qVMra0sDY2Ig27Rzw33c4dwn/0jjcvnmXFYvWs3HXMtZvX0Lk9SgUinT97g0hBgaAIcTBEDQUdHnMKf3/1zj8h2PwLm2knK4tWdIUD3dXanzanEo2jfjkkyJ8+YVq6fyI4QPp5PkVVarasWHjdub+OrXANcybO/Ud2gpvbmcYGxvj7u7Kzl26C/p6enVm6zafD+LfSC6nQYO6rFixEbsmbvz99z+MGzcUALmRnFIlTWlp78GECTP588/lQsMH1ADg4NiZJk3b4e7Rm8GD+2Fv35QiRQozccJwpk2fp3Nd7r7ydn/YNqyDQqGg2WcutG7YgQFDvlK3nTIyMujo6EXzuq7YNqhDjZrV8qchjzrlciOaNGvIkIHj8GzXm/bubbFv3QwjuRwrawtCz13C1aEbF0IvM3Xm2Lz7/38eZxAI8oJBDW5mUg34HagH1AS+BOyBMcCkTJuagBuqZeJTJUkyBiYAt5VKZX2lUvn6zmwAjARqA1WAlrn4rQp4SZJ0XpIkf0mSqmc3GDJkSKPg4ODukiSdz8j4G2srC/USi9fExsRTwVq1ga9cLsfUtARPniQTG5t1HFBdG5eoZa8+Hp9Ig/p1qFrVhhsRp7gVdZaiRYsQGZ7zZuRxsQlas+Esrcx0ZnzGxyVglfkkVi6XU6JEcZKTU3j1Ko3kZNU09CuXrxN99z5Vq2nvM5QXYmMTsLbOetJrZWVBXFy2+MTGY60RnxIliqunwFtZmbNt20oGDBjN3bv38+0/O08TnmBqmfUEqoRFaZ4mJedof2X/GWq7NM7x/LuSmvCEkhp6TC3K5KonbP8ZPntHPYnxSVhYZj1ZM7MsT1LCh1m2mBOGVi4exz+inGXWTL2yFmV5kvRYx87Wvj5eQ7346ZsZpL/KuUOUVx7GP6S8xkyUcuZleZyg6zc3nDwcCD54CkX62w1mpOiUwdKk6imDNVrWwWVoF9YMmItC47cfWbKXeR0msLzPzyBJPLyb8/Lj13zIumnB7z9x53Y0K5blfYZzQeVDQlyS1qwhc8vyJCY81LXJjJVcLqd4iWKkJKeiUCiY9eN8PJy+YFCf0ZQwLU707fzfCyoNWfWBhaUZSToaEvVq6NS1PUGBp0lPT+fxo2QunLusXnYJ4NDWnutXInn08Ml/Ng7bvffSyflLenp8Q0pyao7aDCEGhoAhxMFwNBRceTSEOPyXYxATG491Bc02krnWDFK1jXXW/0jTEiV48iSF2Jh47faVtTlx8Qm0cbYnOvoBjx49IT09nb17/WnWvBFly5ambr1ahIZeAmDHjn00b96owDU0a944Mx1LDQ0WxOWxjxUTq3ut5kzgdu2cuHTpKklJ2u1fuVxO587t2bFj3wfxHxMbT0xMPCGZv3XXbj8a1K+rTmvPXtX+n6HnL5ORkcFff/0tNHwgDYC6z/7w4WP2+vhjZ1efqlVtsLGpyIXzh7kZdRZrawv2H9tK2fJZbeV4jboHXtcN2u3YhLhEdf2hWTd4dmvPiaOv66cnnD93mXr1P9O69tnTZ5w9FYpDm5xfUKlqJ2dpsLA0JzFety1tqVE/qdrSqcTHJXDmVChPnqTw/PkLjh4+QV3b2jx5ksI/f//Dgf1HANVS8rr1aqMPQxhnEAjygiEObt5VKpVXM2dQXgcClapHA1cBm0wbP6VS+VKpVD4CkoCc1n6EKJXKmMy0Lmtcr49CwAulUtkYWAXoTJlcsmTJj/b29o+VSmX3QoVK0qOHJ/t9tV/Cst/3EH36qDbG7dq1I8eOn1If79HDExMTE2xsKlCtWmVCQi8Rev4y1apVxsamAsbGxuo0D/gHYl2xAdVqNKNajWb8889zata2z1H8pYtXqVzVhoqVrDE2Nqbz5x05eED7ZRgHDxzF60vVTECPzm4EnzgLQJkypdSbLVeysaZKVRvuRT8gv5w/H0a1apWpVEn1W7p398DPT3sWj5/fEXr16grA5593ICjoNIIdXBMAACAASURBVKB6i97u3euYMuVXzpx59yXAADFhtylrY04p63LIjeXYejQn4rD2yz/K2GRV1J86N+BRdEL2ZN4bMWG3KZMPPTXfg55rlyKoWKUCVhUtMDY2okNnF44FnHinNPOLoZWLqLAoLCtbYVbBDCNjI1p7tObc4XNaNlU+q8LQX4by0zczSH2c+l78RobdwKqyFeYVzDEyNsLZ05HTh/O2lPo1zp5OBPq83ZJ0gAdhtylnY07pzDLYwKMF17OVQavPbOj+80BWD5jLX4+zlh1LMomiJYsBYFGzIpY1K3Lj5JU3+vxQddPEH0dSwrQYP0z4OV8xKKh8uHLpOjZVKmBd0RJjYyPcu7gReDBIyybwYBCf93QHoH2nNpw5qdrYvXCRwhQpWhiAlg5NSVcouBV1N1/+szRU1NJw5OBxHQ1de3pkamir1hAXk0CLzP3lihQtTP3G9bhzM1p9ncfn7d64JP3fHocyZVXLryytzHFzd2ZfDvEwhBgYAoYQB8PRUHDl0RDi8F+Owes2kmY/wNdXu43k63s4q2/xeUeOZ/YtfH0P6/QtQkMvc/9BHE2bNqBIEZUmJyd7IiNvkZycimmJElSvrhpYaNOmNZGRtwxAw02d/pBXD098s/WxfHPoY/n6HsJLTx/rNV5enfUuSW/TphU3btwiNjb+g/hPTHxITEwcNWqoXrzi7GxPREQUAPv2BeDkpJpzU716FUxMTDhy5ITQ8IE0FC1ahGLFVLMFixYtgktbB65fv8G1a5FYWdtSvUYzqtdoRkxMPB5OPXmkMekhq36ywtjYCI8u7Tjir103HDl4nK49VS/Mat/JhTOZe/DGxiTQPHN/4CJFi9CgcV1u37xL6TKlKJ65j3WhwoWwd2jGbY02VXYuX7xG5aqVqFDJCmNjYzy7tifAX7sdGuB/jB5fqFYgunu6EnxC1bc5HniK2p99qt7/tllLO6Ju3ALg0MHj6v2L7R2aEXXjtl7/hjDOIMhCqZQM/lNQGBWY55zRfDtDhsb3DLL0atooyPl35NUOIAZ4vfZ0D7BOj006MBQIuHblOOs3bCM8PIppU8dw/kIYvr6HWbtuKxvWLyIyPJjk5BS+7K3aBjQ8PIqdO/dzNewY6QoFw0f8oN7Md8TIHzng9ydymUydZm40bmTLzh1rKFXKFNf2ToybOIxWzdyZOGYG23evRiaXs2XzLm5E3mL8pOFcvnSNAP+jeG/aydKVcwm5dIjk5FT+9/UoAJq3tGP8pOGkpyvIyFAwZtRUUpJVAzpTZoylazd3ihQtQlh4EJs37mDu7D/06lIoFIwaNYX9+zcil8vZsGE7ERE3mTx5NBcvXsHP7wjr129j7dqFXLsWRHJyCn36qJYlDBrUl6pVbZgwYRgTJgwDwMOjDw8fPmbWrIl4eXlStGgRbt06y7p1W5k167dcYwSQochg35T1fL1xApJcxvntx0m6GUvbUd2IvXqHiCMXad7XlWot66BIT+d56t/s+H6Z+vpxwb9TqFgR5MZG1HZtxNo+s0m6pbsReV7JUGTgM2U932yciEwuI3T7cRJvxuAyqhsxV+8SceQCLfq6Ur1lXbWe7Rp63gaFQsGsifNYuXURMrmMPVv2c/vGXYaO+x/XwyI4FnCSOvVr8fu6XylRsjiOrq0YMnYgng5fALDRZwWVq1Wi6CdFCLy0nymjZnLq+Lk3eNXV8CHKxduSochg+eRlzNj0EzK5jMPbDnM/6j69Rvfm5tWbhBw+x9c/fEPhooWZsEy1DP5h3EN++mbGW/t87XfR5D/41fsXZDIZ/tsCiI66R/8xfbkRFsXpw2f41LYGP62eRjHTYjR3aUb/0V/Rv81AAMyszShnWY6wM28eUMxNw64p6/h24yRkchnnth8j4WYM7UZ158HVO1w/coFOE3tRqGgh+i1VvekxOfYRawbOQ25sxLAd0wB48ddzNo/6I0/L0hUKxXuvmywszRg9djBRN25z9IRq8/I1qzazeePOPMWgIPJBoVAwfcIc1u9YgkwmY+ef+7h54w4jJwzi6uVwAg+eYLv3XuYv/YmjIT6kpKQyYqCq/JUpW4r1O5aQkaEkMT6J7/+PvfMOi+po+/B9dgHFKHap9t6xoMYGooIoiMYeY9QYE1s0GlvsJppooknUqLHEbuzGgiKgCIoYsYEFsaPSLRSNorCc74+FhWUpi298d/O9c18X18We88zMb59n5uyZOTNzRs/W5Dtt7gQ8+nTDvERxgq54s3vbAZb/sCZfDfOmL2bznlUoFAr2/HEwU8PoTA2B7Np+gJ9WLcA/5CDJSSmMHzkdgK0bdvHD8vkcC9qLJEns3XGQiHD1206LmxenvWNrZk0q/G3a/5/9sGrjEsqUK0N6Wjpzpy4iJfm50fqgqEyZu4jzl6+QlJRC514fMWbEEPrkesFDUTEGPxiLBkPWR2Pww/+yD1QqFV9+OZsjXttRKBVs3rSL8Bu3mDtnMhcvqfsWGzfuZNPGZYSHB5H4LImPhmT2LW6o+xZhYf6o0lVMmDCLjIwMzp+/zP79Rwk5d4z09HRCQ6+zfv12VCoVo0dPZdfOdWRkZKh/bz//yuAaRn42CZVKxYQvZ3EkV39o7tzJXMzRx9q0aTk3MvtYg3P0sfbsPcyVPPpY5ubF6dK5I2PGTNOJuXofzoOaOLyL8r+cOJstm1dgZmbKvfsP+fTTSQBs3LST9euWcvnyCdLepPHJiC+FhneowdKyInv3/A6ol8Lv3HkAX9+AfK8Hua8Nc6d9z5Y9q1EoFez54wC3b95l4vQxXA29zvFjgeza9ic/r17IyfOHSU5K4YtPpwKw9fed/LjiG3zO7EeSYO8f6utTvQa1WbJyAUqlAkmh4MgBX/x98598olKpmDFlITv2rUOpVLBz25/cirjDlBnjCLt8HV/vk+zYuo8VaxYTfOkYSYlJjPpE/bby5OQU1qzcjLf/bmRZ5oTfKU5klrVw3k+sWLOIb76fztMniUwcOzPf8g09ziAQ6INU1L3G3iWSJFUDvGRZbpT5eVPm571Z54C9wAtZlpdk2lwD3IHnwCVZlqtmHncCJsuy7J75+VfggizLm/IpexFwS5blDZlpf5Rl2SE/rSZmtgZ3XFnzkoaWwIs3qQYt/0vLgnYa+O+Q8V/ewzIvvF7dM7QE7qW8u1mv+tK5YiNDS+DvjP/shUf/KfYmhb/k512zLfFy4UbvmEalqhhaAg9T334Q/p/iv73Hbm7y2uP0v42hfQDG4YeIiMIH/9819er1NbQEgyPqoxrhBzWPnhf+0tD/7xhTX1QgsCtV9JdM/tOkqtIMLYF02fD7eT9Ovmn4i7QRcsaqr9FfNNvF7TVI7Ixx5uZbIcvy08wXD10DvIEjRcxiEbBdkqSJwAvg039ao0AgEAgEAoFAIBAIBAKBQFBUCl8397+LUQ1uyrIcCTTK8XlYfudyHM9p/2Gu0wE5zo0rpOwkoEfRFAsEAoFAIBAIBAKBQCAQCAQCQ2GMLxQSCAQCgUAgEAgEAoFAIBAIBIJCMaqZm/8NJEn6E6ie6/A0WZZ9DKFHIBAIBAKBQCAQCAQCgUAgKAjZCPaLNlb+5wY3ZVnubWgNAoFAIBAIBAKBQCAQCAQCgeA/RyxLFwgEAoFAIBAIBAKBQCAQCAT/SsTgpkAgEAgEAoFAIBAIBAKBQCD4V/I/tyz9/xNJr14YWgIKhWHHx1unGrR4ADKMYN+LLa+fG1oCdiUrGFoCLzJeG1oCSgM/M7qqSjRo+QAnytYxtAQmphu+LghARkYy8DXS0OUbC/Xq9TW0BCIi9hpagsH9IOqjGuEHNZJkeD+oMjIMLcHgKIwgDsZAhiwbWoLBefT8CQ3KVTGohvdMDB+HuymxhpYgyIcMw1cPo0XM3BQIBAKBQPBOEAMYAoFAIBAI/i0YemBTIBC8PWJwUyAQCAQCgUAgEAgEAoFAIBD8KxHL0gUCgUAgEAgEAoFAIBAIBAIjxhi2xDNWxMxNgUAgEAgEAoFAIBAIBAKBQPCvRAxuCgQCgUAgEAgEAoFAIBAIBIJ/JWJZukAgEAgEAoFAIBAIBAKBQGDEyGJZer6ImZsCgUAgEAgEAoFAIBAIBAKB4F+JGNwsOt2AmxHhQUydMlbnpJmZGX9sX01EeBDBQYepWtVOc27a1HFEhAdx/dopXLo6ao67ujhx/dop8svzl5+/JenZLc3nLyd8xpWwk1y66Mf5EB9uRgRzIzyIKfno2b59NTfCgziTS8/UqeO4ER7EtWun6JpDT+nSFuzcuZarVwO5ciWANq1baOU5ceLnpL2Jpnz5sjrluXR14uqVAMKvn2by5DF56tm2dRXh109z+tQhjZ5y5crg47OLp08i+OXnb7XS+Pru5uqVAELOHSPk3DEqViyvk29+VOrUhM5BS+hy9idqj/PI187GvRW94v6gTNPqAJRpVpNOx79T/534Hmu3lnqXmRvLTk3oGrQEl7M/UacQDR/k0FC2WU2cj3+n/jvxPTZF0NCpc3tOnz9C8KVjjPvyU53zZmam/LZhKcGXjnHk+E7sqthoztVvWIfDvn8QcPYQ/mcOUKyYmVbaTTt+5WTwwUI1dHB+H5+z+zgecoDPxg/LU8Mv677neMgB9h7bjG1lawBMTU1YtHwuXoG7OHRyB63aZtc/U1MTvl06E9+/9nMseB+u7s76uoRWTg5sCdzI9qDNfDh2oM75Jq0bs9Z7NScifXDs0UFz3L5tU9b7/Kb5871zlPaubfUuNycOTi3ZFPg7W4I2MnDsAJ3zjVs35jfvlfhGetMxl4Y1Pqs1f953vGj3H2jYGLCezac3MnBM/zw0NGL10V/xuX+UDt3ba50bOWME64+v5Xf/dYydP/qtygco6dicuidWUzdgDRVH99U5X7ZvZxpc3Ebto8uofXQZ5Qa4AFC8QXVq7v+ROr4rqe29nNLu7XXS6oOh4tDRuS1+f+3HP+Qgn+fTJpavX4R/yEH2+Wi3icXL53H01C68AnbSul12m9i461e8AnbiHbSHb5fMQKEo+Ge9o3Nbjv/1J/4hBxk1fniBGvb7bNFoMDEx4cdfv8H71G58g/cxesInmjTDPhuE9+k9HAvay/DPP/zX+OGf1vDVjLEEhR3lSmSQ8IEePigqs777iY49BtLro1H/aL4iFsbhB+EDNYa6jy6sL/I2/Zt1a5cSExVG6OUTWnnNnzeFSxf9uHDeF+8jf2BtbflONNjZ2XDcdw9XrwQQFurPF+NGaOznzJ7Eg/sXuHDelwvnfenWTft+0sXFiWtXAwkPD2LK5Hz6V9tWER4eRNDpw1px8PXZzbOnN/nllwUae3Pz4hw4sJmrVwIIvXyChQu+1skzN4bSYMg4uGXGwZD1saJlhTz9kkW7Tm04FLQTr7N7+GTcEJ3zLdrYs8t3E5eiTtPVvZPmeN2GtdnqtZb9gdvZ678VV8/OBZZTmIbDZ3Zx9K89jPgibw27/TYTGh2kpQHgtx0/E3zLj5XblhSpzK5dHQkL8+fatUAmT9btA5iZmbF1669cuxbIqVMHqFJFHRNn5/acOePF+fM+nDnjhaNj9n3zwYObOXfOm4sX/Vi+fGGh10eBoDBEDSoaSmAl4Na4aScGDOhF/fq1tQw+GT6IxMRk6jVozy/L1/H9dzMBqF+/Nv37e9LE3pke7oNZsfw7FAoFCoWC5csW4u7xEXnl2aJ5E8qUKa1VRmjoNVq3caOlgyu2ttbciLhNk6adGJiPnqTEZOo3aM+y5ev4LoeeAf09aWrvjHsOPQA///QNvj4nadzYkRYtunIj4rYmPzs7G7p07siDB1E6zlEoFCxbtoCenh/T1N6ZAf09qVdPW8/wYQNJSkqiQcMOLF+xnoULZgCQmvqa+fOXMH36Ap18AYYOG0+r1t1o1bobjx8/zS8+uQRJNP1+OGc//IETHadg17stperY6piZvFecGiNceXYx+3s+j3hEgOssTnaZQfCgxdj/OAJJ+RbNJVPDmQ9/wK8QDbVyaUiJeMRJ11n4F1GDQqHguyWzGNz3cxxbe9Crb3fq1K2pZTNoSB+Sk1Jo27wba1dtZta8rwBQKpX8unYx0ybNx+n9nvRxH0paWromXXePLvz94qVeGuYtms6nA8fj1q4v7r1dqVWnupZN38G9SElKoUurXmz8bTtT5owHoP+Q3gC4Ow5gWL8xfP3NRCRJPf1+9MQRPHvyDJc2H+DWri8hwZcK1ZKlZ8KCL5g2ZAZDO43A2bMTVWtX0bJJiE5g0aQfOH7AX+t4aHAYn7qO4lPXUUwcMIXU1FTOB17Uq9zcGsYvGMfXQ2bySaeROHs65anhh0lLOJGHhs9dR/O562gmD5hKamoqF95SwxcLxjLj41mMcB5JJ89OVNHR8JgfJi3F/8BJreMNWjSgYcuGfOYyipFdPqdu0zo0bdOkyBpQKLD9ZhT3h83jVtexlOnZkWK1KuuYJXmd5nb3CdzuPoFnu3wByHj1mkeTfuKWy1juD52HzZyRKCzeK2LxhomDQqFg3uJpfDLgC1zb9cHjg246baLf4F4kJ6Xg3MqTjb9tZ9rcCQAMGPIBAN07DmBo39HM+GaSpk18MWIa7k4DcWvfj3Lly9Lds0uBGuYvns7wAeNyaKihZdN/cC9Skp7j3MqTDTk0dPfsglkxM9w69qdn58EMGtoH28rW1KlXkwFDPqC3yxB6OA7A2aUj1WpUyat4o/LDu9BwwucUvV0+zrdc4YP/jF7du/LbT3nfI7wtIhbG4Qfhg2wNhriPLqwvAkXv3wBs2bKbHu6DdbQsWbqa5i260tLBhSNHjzNr5sR3oiE9PZ0pU+fTuIkT7dp7MHr0MK08ly1fR0sHF1o6uHDsWPbvfVYcPHoOoWnTTgwY4En93HEYPpDEpGQaNGjP8uXr+G5hdhzmzf+RadO1B5gBfv55DY2bOOHQqhvvv98SV9dOOjaG1mDoOHgf8zd4ffx80ic6Njn9M+P7rxj94SR6dRyEW++u1KhTTcsmNjqOWRO+xftPP63jqa9SmfnFN3zgOJjRgyYy9ZsvKWVRMt+yCtIwa9FkRn84kZ4dBtG9t0seGuKZNeFbju731Um/cdV2vh43v8hl/vLLt3h6DqVZsy7069dT59o0bNgAEhOTadTIkRUrfmfhwukAPH2aSN++n+Dg4MrIkZPYsOFnTZqPPhpL69ZutGjRlYoVy9OnT48i6fpfJeNf8Gco/t8MbkqSVEaSpDE5PjtJkuRVhPSnJUkKzfyLkSTpQB5mrYA7wL20tDR27z5ITw9XLYOeHi5s3boHgH37juDcqX3mcVd27z7ImzdviIx8xN27kbRyaEYrh2bcvRvJ/fsPyZ2nQqFg8aLZTP9a+0YlIDCYV69SaeXQjDt371O2TGnS0tLYtfsgHrn0eOSjx8PDlV156ClVqiTt27dmw8YdAKSlpZGcnKLJb8mSeXw9YyGyLOs4x8HBXvu77DmEh4eLrp5tewHYv/8InTq1A+Dly1cEB58n9fXrPOPzNpRtVosX9+N5+TABOU1F1IGzWLm20LGrP60ft1d5kfE6TXNM9eoNskrdNJXFTcnj6+pFuWa1+DuXBus8NDSY1o9bq7xQ5aNBUdwU9NTQrEVjIu895OGDKNLS0ji4zxvX7tpPpLt1d2b3DnUV9zroSwfHNgA4OrfjxrVbhF+7CUBiYjIZGWoNJd4rwedjhrJsyZpCNTRp3pAHkY949CCatLR0jhzwpbObk5ZNFzdH9u9SN9Fjh0/wfodWANSqW4PgUyEAPHuSSErycxrbNwCg74c9+W3ZRgBkWSbxWZJePqlnX5foyBhiH8aSnpaO/8EA2rm007KJi4rn3o37yBn5X5Ide3Tk3MnzvE4tej3N1hBHelo6Jw8G0tZFe9ZfvEZD/sHu2KMDIScvvJWGuvZ1icmhIeBQAO1c3tfRcD/iPhmyth9kWcasmBkmZiaYmpmiNDUh8UlikTWUsK/NmwexvHkUj5yWTtLhU1i4tNYr7Zv7MbyJjAUgPeEZ6U+TMSlnUaTyDRWHps0b8eB+lKZNeP3pQxedNuHE/p3qNuF96ATvd3AAMtvEaXWbeJqrTbx48TegnllpalbwtUqt4ZGWhq55aNi383CmhuO0zWyXsgwlShRHqVRSvHgx0tLSePH8b2rWqU7oxaukvkpFpVJxLvgiLj3y77AZjx/+eQ2hF6/yOP5J/gULH/xHtLRvTGmLUv9oniIWxuEH4QM1hrqPLqgvkkVR+zcAp4PO8SxR9z7t+fMXmv/fe68Esiy/Ew1xcQlcDr0GqOMQEXEbWxurQv2hE4fdB/OOQ5aW/UfolKlFE4dc9wavXqUSGBgMqPtWl0OvYWtrbXQajCEOhq6PBXW4GjVrwMP7UUQ/jCE9LZ1jB47TybWjlk3Mozhu37ir6T9l8eDeIx7eV08Oehz/hGdPEilbvky+ZeVH4+ZqDVEP1Bq8D/jh3C23hlhuhd8hI4/72HOnL/BSj4kqOcmqj5GRj0hLS2PPnsO4u3fVsnF378r27fsA2L//KE5O6mtTWNh1YmMTAAgPv0WxYsUwM1OvCszyvYmJCaampnmOLwgEReH/zeAmUAbQXb+hJ7Isd5Bl2V6WZXvgLLA/DzNb4FHWh6joWGxyXZxtbK14FBUDgEqlIjk5hfLly2Jjk31ck9bWSss+d55jxwznsJcvcXEJeWq2sbWitIUFx3zUM6yio2N1fizy02NrY0VUjnKjM/XUqFGVJ0+e8vv6nzkf4sOa336kRAlzQH3RiomO5cqV8Lz15PqOeerJUa5KpSIl5Xmey9tzs27tUkLOHePrrycUapuFuXVZXsVkP51OjX2GuXU5LZvSjapiblOeeL/LOunLNquJc+APOJ9cTNjU3zUDjUWheC4NrwrQEJePhi6BP9Dl5GJC9dRgZW1JdHSc5nNsTBxW1pV0bGIybbLiUK5cGWrWqoqMzI59a/EN3MuY8dlPL6fN/ILfVm7i5atXemioRGx0vOZzXEw8ltYVtWwsrSoSl2mjUql4kfKCsuXKEHHtFl3cnFAqldhVsaFR0/pY21pqnm5+OX00B05sZ/nviylfUduX+VHRugKPY7Pb0eO4x1S01n97gyycezrhn2s2n75UsK7A49jHWhoqvIWGTj2dOJlrVqXeGqzKkxCTQ0PsE8pbFbz8Josbl24QejaM3Rd2sPviDi4EXuThnUeFJ8yFqWV50mKyO5tpsU8xtdT1Q2m3ttT2Xk6VVdMxtdbVaN60NpKpCW8exOmcKwhDxcHSuiKxMdla42ISsNRplxWJzdEun2e1ieu36NLNUadNZLFx90pCIo7z94u/8T50PF8NVtaViI3JbpexebVL60p5avA+dJyXL1P567ofQaHerFu5heSkFG7duEur95tTpmxpipsXx6lLe6wL6LQYgx/epQZ9ED4wHkQsjMMPwgdqDHUfXVBfJC8bffo3hfHtN9O4f/c8gwb1Zt78H9+5hqpV7bBv2ohzIdn32mNGD+fSRT/WrV2qtUrO1saaqEexms/R0XHY5BoEVPejYrO1pKToFQdQb//Vo0cXTp7Mf7sEQ2kwhjgYuj6u/GFdvnaW1hWJj8nuT8THJlAp132UPjRq1gBTU1MeRUYXOW0lq4rE5dQQk0Alq6JrKAo2OeoaZF6bbIt+berduzthYdd58+aN5tihQ1t4+PASL178zf79R9/htxD8L2BUg5uSJFWTJClCkqT1kiRdkyRpuyRJXSRJOiNJ0m1JklpJkjRPkqQNkiQFSJJ0T5Kk8ZnJFwE1M2de/ph5rKQkSXsz89wuZa0RKVhDKcAZyGvmpk763E8Y8ipClvM7Lud73Nrakr593Pl15YZ8tXbo0JoKFcqxdOnqf0yPiVJJs2aNWbNmCw6tXPn775dMnToOc/PifD19PPPm578/R355atvopivsKc2wYeNp0bIrzp370L5dKwYP7lOgfSGFaZ1v/M0Qrs3flmfyxMt38XecSkC3WdQZ74mimKl+5WpJKFxDk2+GcLUADccdp3KyCBryjIM+NrKMUmlCqzbNGTtyKp7dPsLNvQvtO7ahYeN6VKtRBW+vEzrp8hGRZ/76aNj7xyHiYuL58/hWZi74ikvnw0hPV2FiYoK1rRWXQsLo1Xkwl89fYfq8L/XTk8db5Yr6cLBcpXLUqFedkMALRUtYAEV9QlmuUjmq16vG+bfUUGh9LACbajZUrVWZga0GM8DhQ5q1bUrj1o3eRkShGlKOhxDRfgS33cbz4kwolZdqx9mkYlmq/DSJqCnLih7IPPhvxEEv3+fTJvZsP0hcbAIHjm9j1sLJXAoJQ6VSaWyG9x9Lm4YumJmZaWYS5S1CHwl5a2javCEZKhXvN3LBsUUPPh0zhMpVbbl7+z5rlm9iy77VbNq9kojrt1Cp0nXyKCj//7Yf3qUGfRA+MB5ELN69Bn38IHyQv4b/xn20fuUWrT9RGLPnLKZ6TQd27PiTsWOGv1MN771Xgt271jFp8lzNTLHf1myhTr22tGjpQlxcAj8snp2jHF29+t7DFoZSqWTr1pWsXLmB+/cf5mtnKA2GjsOPP8wxeH0c9InuXvA5Cn6r/HNSoVJ5vlsxhzlfLnirmYr69PP+af6J+li/fm0WLJjOuHHae7327Pkx1as7UKyYGU5Ob/c+gf81ZCSj/zMURjW4mUktYBnQBKgHfAi0ByYDMzJt6gGuqJeJz5UkyRSYDtzNnH05JdOuGfAl0ACoAWivQ82b3sAJWZZTcp8YO3Zsi6CgoH6SJF3IyPgbO1trYmPjtWyio2KpbKd+OYtSqaR0aQuePUskOjr7OKBOGxOvZa85HhtPM/tG1KxZjZs3znDn1l+UKGFORHj207XOzh1w7+FCePhNzdMPW1trYvTUExUdi12Ocm0z9URFxxIVFUvIefUTtX37j9DMvjE1a1ajWrUqXLzgx+1bf2FnZ03IOR8sLbOfFOX+Bz02KwAAIABJREFUjnnqiY7TlKtUKrGwKMWzQpYWx2Q+SX/x4m927jqAQ0v7Au2zeBXzDHOb7BlZxa3L8SouexmtScnilKpbmfb7Z+Nyfhllm9ei9ebJmhf6ZPHidgzpL1OxqGdHUcmtwTwPDRZ1K9Nh/2xczy+jXPNavJ+Hhue3Y1DpqSE2Jk7raZq1jRXxsQk6NllPMrPikJiYTGxMHGfPnOfZsyRevUrF3+8UjZs2oIVDU5o0bUjIFT8Oem+jRq1q7PPalK+GuJh4rVkLVjaWJMRpLw2Li03AKtNGqVRS0qIkSYnJqFQqvpv9Ez07fcjoj7/CwqIUD+49JPFZEi//foXvEfVsOe9Dx2nYpF6h/gB4HPuYijlmYFS0qsiTOD33bs2kk4cjp4+dQZX+dp34J7FPqJjj6W5Fq4o8jXtWpDycPDoSdCz4rTU8jn1CJZscGqwr8DRePz+0d21L+OUIUl+mkvoylZCTF6jfrH6RNaTFPcHUJnsmpql1edIStP2gSnqO/EY9QPZshy/mjWppzilKmlN941zilm7j5eWbRS7fUHGIi0nQmtFoZVOJ+LjHujY52mWpHG1i4ayleHQaxKghk7AoXYrIu9odkjev33DiWKDOMkpdDdnt0trGkgQdDfF5aujZx43AE8Gkp6fz9EkiF8+FapZd7t5+gJ7OHzLQYwRJick62ozTD+9OQ2EIHxgPIhbG4QfhAzWGuo/Ory+Sn40+/Rt92bHzT3r37v7ONJiYmLBn1zp27PiTAwe8NTYJCU/IyMhAlmXW/74dB4dsn0RFx2JXOXuWpK2tldasXo2NnXW2FguLQuMAsHrVYu7cuc+KFb8XaGcoDcYQB0PXxy49nPI9Hx+TgKVNdn/C0roSj+P034rlvZIlWLltKSsWr+XKpet6p9PSEJuAVU4NNpV4nOta9U+jvu7krI/WxMTkvjbF5nttsrW1YteutXz66aQ8B/Vfv36Nl5efztYLAkFRMcbBzfuyLF+VZTkDuI56oFEGrgLVMm2OyLL8WpblJ0ACkN/6kxBZlqMy8wrNkb4gBgE78jqxcuXKWe3bt38qy3K/YsXK0L+/J4e9tDfqPezly5Ah/QDo06cHJwPOaI737++JmZkZ1apVplat6oScv8z5C6HUqlWdatUqY2pqqsnzqPcJ7Ko0o1adNtSq04aXL19Rr4F6PxF7+4asWrkId4+PqFLFTpN2QH9PvHLp8cpHj5eXLwPy0BMf/5ioqBjq1FG/gMbZuT03btzi2rUIbO2aUrtOG2rXaUNUVCytWrsSH599Mb1wIYxataplf5d+PfHy8sulx48hH6mfiH3wQQ8CMvXkh1Kp1ExpNzExobtbZ65f129AIyn0LiVrWFGiSkUkUyV2vd4nzjf75R/pz1/h3fBzfB0m4OswgcRLdzg3dAlJYffVaTJf3mNuV4GSNW14+ajo+4gl5qEhNpeGIw0/x8dhAj4OE3h26Q5n/0MNoZeuUb1mVSpXtcXU1BTPPm74eGsvn/XxPkn/Qb0AcPd0IejUOQACTpyhQcO6mJur99Zr086BWzfvsGXDLprVd6JVk654un3EvTuR9HEflq+Gq5fDqVa9MnZVbDA1NaFHLxdOHAvUsjlxLJAPBrgD0M2jM38FnQeguHlxzEsUB6CdY2tUKhV3bt0HwN/3FK3bqd8a37ZjK83xwrgZdhO76rZYVbbCxNQEZ08ngv2C9UqbRWdPZ04cfLsl6QARYTexzaGhk6cjwX5ni5RHJ89OnDz4dkvSQe0H22q2WFW2xMTUBKeeTgT7/aVX2oSYxzRt3QSFUoHSREmTNo15eKfoHciXYbcxq2aDqZ0lkqkJZTw6kuIXomVjUjF7GYtF11ak3lUvf5dMTai6ZiaJ+/1JPlrwtSM/DBWHK5evU61Gdptw7+2ad5sYqG4Tbj07c/Z03m0iPbNNlHjPXPNWT6VSiVPX9ty7HVmIhipaGo4fC9DR0GegR6aGLhoNMVFxtM2ccWReojj2LZtoyipfQR0vG1srXN2dObT/2L/AD/+shqIgfGA8iFgYhx+ED9QY6j46v75IToravymIWrWyH+B7uLtw8+bdd6Zh3dql3Ii4wy/L1mrlZWWVPTjUy9NNyyfqOGhryTMOWVr0iAOo38pdurQFX301t1BbQ2kwhjgYuj7ev/MgX9vroTeoWqMytlWsMTE1oVuvLgT4ni4w/yxMTE34ZeNiDu/xxu/w2/cnrl2+QZUcGtx6deWkj34a3pas+li1qjom/fp5cOSIdn08cuS4Zlb4Bx901+zvWrq0Bfv3b2TOnB84ezZ7xdN775XQxF+pVNKtWydu3rz7Tr+H4P8/JoYWkAc5dz/OyPE5g2y9OW1U5P899LUDQJKk8qhng/bOxyQdGAf4XLsSwKbNuwgPv8W8uZO5cDEMLy8/NmzcyeZNy4kIDyIxMYkPP1JvAxoefou9ew9zNewk6SoV4yfM1Gw0POHLWRw98gdKhUKTZ0Es/n42JUu+x/ZtqwC4fOkE8fGPNWnnzp3MxRx6Nm1azo1MPYNz6Nmz9zBX8tDz5cTZbNm8AjMzU+7df8inn04qUE8WKpWKL7+cjdfhbSiVSjZt3sWNG7eYM+crLl28gtcRPzZu2snGDb8Qfv00z54lMeTjsZr0N28GY1GqFGZmpnh4uNLDfTAPH0bhdXgbpqamKJUK/P2D+H3DH3rpkVUZXJmxibY7piMpFTzYEcDzm9HUm9qXpNB7xPnm/6bt8q3qUvuLnshp6cgZMlemb+TNs+d6lZtbQ+iMTbTLpaF+pobYQjTU/aInGWnpkCETqqcGlUrFjCkL2bFvHUqlgp3b/uRWxB2mzBhH2OXr+HqfZMfWfaxYs5jgS8dISkxi1CeTAUhOTmHNys14++9GlmVO+J3ihO+pIn9vlUrF/K9/YMPuX1EqlOzdcZA7N+8xYdooroaG4+9zij3bD7Jk1bccDzlAUmIyEz9TT8wuX6EsG3b/ipwhExebwOQx2UuFfvxmOUtWfcvMBV/x7Gki08fr97Y/lSqDZbNX8OP2RSgUCrx3HSPy1gOGTx7KzbBbBPudpW7TuixYP4+SpUvyftf3GTZpKMM7fwqAlZ0lFW0qEnb2SpF9kUWGKoMVs39l8fbvMjX48ODWA4ZN/pibYbc46/cXdZvWYf76uZQsXYr3u7Zh6KQhjOj8GQCWdpZU+kc0rGTRtu9QKBUc2+XLg1sPGPrVx9y6kq1h3ro5ag1d2jB00sd82uUzTh05jX3bpqzzWwOyzPnAC/x1/FzRRagyiJnzGzW2zAelgsTdx3l9+yGWEwfz6uptUo6HUGG4BxZdWiOrVKiSnhM1eRkApXu0p2SrhpiULUXZvp0BeDT5F1LD9e/IGioOKpWK+dMXs2nPShQKBXv/OMTtm/f4crq6TZw4dord2w+wdNW3+IccJCkpmQkj1Ut3ylcoy6Y9K8nIkImPTeCr0eo2YV7CnLXbfsbMzAyFUsFfp8/zx6a9BWqYN30xm/esQqFQsOePg5kaRmdqCGTX9gP8tGoB/iEHSU5KYfxI9dsut27YxQ/L53MsaC+SJLF3x0Eiwm8DsGrjEsqUK0N6Wjpzpy4iJTn/65Sx+OGf1gAwbe4EPPp0w7xEcYKueLN72wGW/6D7Ajbhg7djytxFnL98haSkFDr3+ogxI4bQJ9dLJoqKiIVx+EH4IFuDIe6jVSpVnn2R/7R/s23rShw7vk+FCuWIvHeB+d8sYeOmnXy38Gvq1KlJRkYGDx9GM2bs9HeioV1bB4Z81JcrV8O5cF49ODZ79iK8j/mz6PtZNG3aAFmWefAgirFjp+vE4YjXdhRKBZs37SL8xi3mzpnMxUtqLRs37mTTxmWEhweR+CyJj4Zkv/bh1s2zWFio49DTw5UePT4k5fkLvv56AhERtwk5p34AuGr1JjZuzHM+jcE0GDoOo8dMM3h9XDzzlwLb6HczlrJ6xy8olQoO7PDi7s37jJk6kvDQGwT4BtHQvj6/bFiERZlSOHZtz+gpn/KB42Bce3ameRt7Spe1oOeA7mo/TFjAzeu38y0vXw1fL2HNzmUolQr+zNQwdupIrodFEOBzmkb29fll42IsypTCyaU9Y6eMpJfjhwBsPvgb1WtVpcR75hy/fIg5ExcSHFDw/bxKpWLixDkcPrwFpVLJ5s27uXHjNrNnT+LSpSscOXKcTZt2sWHDz1y7FkhiYhJDhowDYNSoodSsWY3p079g+vQvAPDwGKK+l9y7HjMzM5RKJYGBwaxbl/c2bQKBvkjG9FYqSZKqAV6yLDfK/Lwp8/PerHPAXuCFLMtLMm2uAe7Ac+CSLMtVM487AZNlWXbP/PwrcEGW5U0FlD8KeF+W5aGFaTUxszW44wy3m0E2CoVhJ//uKtPBoOWDetTd0IxNDTW0BEqamhtaArbF9NtI/V2iNPCEeD22Fn7n/KQ0M7QEJqYX/Y2x/zSRqe/mrdFFQX7nOzEVjGQUv1QCYyEiIv+Bnf8W9eoVsJ+aQPBfJurFu11Oqg+qDGO4kzUsCiO4dzIGMoxoXMBQNChXxdASjCIOd1NiCzd6x7x69UA0zDw4ZjnQ8BWkELrF7zRI7IxxWfpbIcvyU+BM5ouIfiw0Qd4MJJ8l6QKBQCAQCAQCgUAgEAgEAoHAuDCqZemyLEcCjXJ8HpbfuRzHc9p/mOt0QI5z4/Qo30l/tQKBQCAQCAQCgUAgEAgEAoHAkBjV4KZAIBAIBAKBQCAQCAQCgUAg0EZsJJI//3ODm5Ik/QlUz3V4mizLPobQIxAIBAKBQCAQCAQCgUAgEAjejv+5wU1ZlvN7E7pAIBAIBAKBQCAQCAQCgUAg+BfxPze4KRAIBAKBQCAQCAQCgUAgEPybkBEvkc+P/zdvSxcIBAKBQCAQCAQCgUAgEAgE/1uImZv/YsqYlzS0BN6o0g1a/l0zw4/Pv5RkQ0sgKflvQ0tAIRn+KZJZccNf0lSy2OZZIMhCRkYST5gFmdSr19fQEoiI2GvQ8o3BBwKBQBuFZPj+RHqGytASjAKlwrCxuJkURXETM4NqMHT/GqCkWXFDSxAIiozhRwIEAoFAIBD8v0QMbAoEAoFAIPi3YOiBTYGgMDLErXW+GP4xlUAgEAgEAoFAIBAIBAKBQCAQvAVicFMgEAgEAoFAIBAIBAKBQCAQ/CsRy9IFAoFAIBAIBAKBQCAQCAQCIyZDbPmUL2LmpkAgEAgEAoFAIBAIBAKBQCD4VyIGNwUCgUAgEAgEAoFAIBAIBALBvxKxLF0gEAgEAoFAIBAIBAKBQCAwYmRDCzBixMzNotMNuBkRHsTUKWN1TpqZmfHH9tVEhAcRHHSYqlXtNOemTR1HRHgQ16+dwqWro+a4q4sT16+dIr88f/n5W5Ke3dJ8/nLCZ1wJO0nAmUPsO7QJu8o2ADh37sDZC8cIuezL+Ikj89BmyrqNPxNy2ZdjJ3ZTuYotAJWr2PIwLoyTpw9w8vQBfvx5PgDm5sX5Y/cags97c/ovL2bP+6pQ53Tu0pELl/y4HObPxEmf5+mfjZuXcznMnxMn91ElU0PzFk04HXyY08GHCTrrhbuHiybNmLHD+eu8N2dDvPl94y8UK2ZWqI4sqjk2YfjJH/nk1FJajfHQOd/kI2c+9v2eId4LGbhvNuVqq31pYVeB8bc2MMR7IUO8F9Llu+F6l5mbmo5NGOP/I2MDl9J2tK6G5oM787nPIkYe/Y6he+dQobbaJzZNazDy6HeMPPodn3l/R13XlnqX2bWrI2Fh/ly7FsjkyaN1zpuZmbF1669cuxbIqVMHqFJFXU+dndtz5owX58/7cOaMF46ObTVp5s2bwu3bZ3n8OFwvDU6d23MqxIugi96M/fLTPDSYsvr3JQRd9Oaw3w5NPQao37AOh3y24x98kONn/tTEvGfvbvgF7cc/+CAz5xdeH3PS0qkFvwesZ+PpDQwY01/nfOPWjVh59Fe87x+hQ/f2Wuc+nTGCtcfXsN5/LWPm6/pTXxycWrIp8He2BG1k4NgBeWhozG/eK/GN9KZjjw6a4/Ztm7LGZ7Xmz/uOF+1c2+qk11fDxoD1bD69kYH5+GH10V/xuX9Uxw8jZ4xg/fG1/O6/jrH/gR9KOjan7onV1A1YQ8XRfXXOl+3bmQYXt1H76DJqH11GuQHq60HxBtWpuf9H6viupLb3ckq7t9dJqw+GikNH57b4/bUf/5CDfD5+mM55MzNTlq9fhH/IQfb5bMa2sjUApqYmLF4+j6OnduEVsJPW7Vpo0mzc9SteATvxDtrDt0tmoFAU/LPe0bktx//6E/+Qg4war3tdy6lhv88WjQYTExN+/PUbvE/txjd4H6MnfKJJM+yzQXif3sOxoL0M//zDf40f/mkNX80YS1DYUa5EBgkf6OEDY/GDvsz67ic69hhIr49G/SP55UTEQvggC5euTly9EkD49dNMnjwmDw1mbNu6ivDrpzl96pCmn1GuXBl8fHbx9EkEv/z8rVaaw4e2cj7Eh8uXjvPriu/y1FBYX+Rt+jfr1i4lJiqM0MsntPKaP28Kly76ceG8L95H/sDa2vKdaLCzs+G47x6uXgkgLNSfL8aN0NjPmT2JB/cvcOG8LxfO++Lq2kmrrK5dHbly5STXr5/KNw5bt67k+vVTnDp1MFccdvLkyQ1+/vkbjX3Jku9x7py35i8qKpQff5z7zuNQFB+4dXM2Gg05MVSbyImx9W/fRT+vMIxhnEEgKAwxuFk0lMBKwK1x004MGNCL+vVraxl8MnwQiYnJ1GvQnl+Wr+P772YCUL9+bfr396SJvTM93AezYrn6QqpQKFi+bCHuHh+RV54tmjehTJnSWmWEhl6jdRs3nNr15PBBH+Z+MwWFQsGipXMY2PdT2rXqQe8+7tSpW1Mr3eCP+5GUlEKrZi78tmoTc+ZP1pyLvP+QTh160alDL6ZMzP6xXbliA20d3HDu0JtWrZvTuUvHfJ2jUChY+tM8+n7wCa1autKnnwd169XSsvl4aD+SkpJp1tSZVSs3Mv/baQDcCL+FU4dedGjrQZ9ew/ll+QKUSiXW1paMGj0Upw69eL+VG0qlgj59dQcI80JSSHReMJT9Q39gU+ep1O3ZRjN4mUXEgbNscfmarW4zOf/bEZxmf6Q5l/wgnq1uM9nqNpPjMzbqVWZeGrp9O4w/hv7A6i5TadTzfc3gZRbXDgazxnU667rP4OxvXnSdNRiAhJtRrPeYxbruM/hj6A/0+O4TJGXhTVahUPDLL9/i6TmUZs260K9fT+rV066nw4YNIDExmUaNHFmx4ncWLpwOwNOnifTt+wkODq6MHDmJDRt+1qQ5evQ4HTp46vW9FQoFC3+cyUf9RtGpTU969elO7Vz1cdCQPiQnp9C+hRvrVm9h5rxJACiVSpavWcT0r77Bua0n/dyHkZaWTtmypZn1zWQGeI7Aua0nFSuWp33H1nrrGbdgLDM/nsVI589w8nSiSu0qWjYJ0Y9ZMmkp/gdOah1v0KI+DVs2YJTLaD7rMoo6TevQpE0TvcrNrWH8gnF8PWQmn3QaibOnE1V1NCTww6QlnDjgr3U8NDiMz11H87nraCYPmEpqaioXAi++lYYvFoxlxsezGOE8kk6enfL0ww95+qEBDVs25DOXUYzs8jl1m9ah6Vv4AYUC229GcX/YPG51HUuZnh0pVquyjlmS12lud5/A7e4TeLbLF4CMV695NOknbrmM5f7QedjMGYnC4r0iFm+YOCgUCuYtnsYnA77AtV0fPD7oRq061bVs+g3uRXJSCs6tPNn423amzZ0AwIAhHwDQveMAhvYdzYxvJiFJ6s3EvxgxDXengbi170e58mXp7tmlQA3zF09n+IBxOTTU0LLpP7gXKUnPcW7lyYYcGrp7dsGsmBluHfvTs/NgBg3tg21la+rUq8mAIR/Q22UIPRwH4OzSkWo1quRVvFH54V1oOOFzit4uH+dbrvCB8fmhKPTq3pXfflrwj+SVExEL4YOcGpYtW0BPz49pau/MgP6eOvdvw4cNJCkpiQYNO7B8xXoWLpgBQGrqa+bPX8L06bp19MPBo3Fo5Uqz5l2oUKE8ffq465RbUF8Eit6/AdiyZTc93Afr6FmydDXNW3SlpYMLR44eZ9bMie9EQ3p6OlOmzqdxEyfatfdg9OhhWnkuW76Olg4utHRwwccn+54nKw6enkOxt+9M//5530cnJSXTsGFHVqxYz4IFX+eIw1KmT1+oZf/ixd+0bu2m+Xv4MJqDB73feRyK4gPvY/5GoSG3TwzRJnJrMKb+7bvq5xVWpqHHGQQCffh/M7gpSVIZSZLG5PjsJEmSVxHSd5Yk6ZIkSaGSJAVJklQrD7NWwB3gXlpaGrt3H6Snh6uWQU8PF7Zu3QPAvn1HcO7UPvO4K7t3H+TNmzdERj7i7t1IWjk0o5VDM+7ejeT+/YfkzlOhULB40Wymf619UQ4IDObVq1QALp4PxcbGiuYtmhB57wEPIqNIS0vjwP4juPXorJXOrbszu/74E4DDB3zo4Ph+gT559SqVM6fPAZCWlsaVsHCsbS3ztW/Rsin37j0gMvIRaWlp7N/rRY8e2jdx3Xt04Y/t+wE48Kc3jk7va8pSqVQAFC9eDFnOnnCtNDHB3Lw4SqUSc3Nz4mLjC9SdhZV9TZIi40l++JiMNBU3D/9FLZcWWjZvXrzS/G9qXgzkf3ait419TRIj40l6pNZw/fBf1O1agIYSxTT/p6e+QVZlAGBSzFRvaQ4O9ty9G6mJw549h3F376pl4+7ele3b9wGwf/9RnJzaARAWdp3Y2AQAwsNvUaxYMczM1E8SQ0IuExeXoJeGZi0aE3nvEQ8fqOvjwf1Hce2u/VTcxc2ZPTsOAnDkoC/tHdsA4OjclhvXbxF+7SYAiYnJZGRkUKVaZe7dieTZ00QATgeepXtPF/Shrn1dYiJjiXsYR3paOoGHAmnrol3/46PiuR9xX6vugbpKmBUzw8TMBFMzU0xMlSQ+SdSr3JzUs69LdGQMsZkaTh4MpK2L9hPT+Kh47t24j5yRf7A79uhAyMkLvE59XWQNaj9kawg4FEC7fPyQIWdoHZdlWcsPSlOTt/JDCfvavHkQy5tH8chp6SQdPoWFi36D1G/ux/AmMhaA9IRnpD9NxqScRZHKN1QcmjZvxIP7UTx6EE1aWjpef/rQxc1Jy6aLmxP7d6p/trwPneD9Dg4A1Kpbg+DTIQA8fZJISvJzGts3ANQdJlDPrDQ1K/g6odbwSEtD1zw07Nt5OFPDcdp2aAWo20GJEurrcPHixUhLS+PF87+pWac6oRevkpp5DT8XfBGXHp1yF22EfvjnNYRevMrj+Cf5Fyx8YHR+KAot7RtT2qLUP5NZDkQshA+yyLp/0/QJ9hzCw0P7PsfDw4Wt2/YCsH//ETp1Ut+/vXz5iuDg86S+1v1Nev78hUaDmZmpzn1OQX2RLIravwE4HXSOZ4lJ+eoBeO+9Esiy/E40xMUlcDn0GqCOQ0TEbWxtrPJ2fg5yx2HPnsN5xmGbJg5HdeLw+nVqvvnXrFmNSpXKExQUonXcGHxgDBpyYqg2kRNj69++q35eQRjDOINAoA//bwY3gTKA7lx1/VkNDJZl2R74A5iVh40t8CjrQ1R0LDa5Ls42tlY8iooBQKVSkZycQvnyZbGxyT6uSWtrpWWfO8+xY4Zz2Mu3wAGlwUP6csLvFNY2lkRHx2mOx0THa5Z5ZGFlbUl0dKxGW0rKc8qVKwtAlap2+J/+k4NHttLmfe3BNwCL0qVwcevE6cCz+WqxsbEkOipW8zk6Og5rG20N1jZWGhuVSkVK8nPKlVdraNGyKX+d9yb43FEmTpiNSqUiNjaeFcvXc+3GaW7dPUtKynP8/fVbXlTSqizPY55pPj+PfUZJy7I6dvYfd2HE6aV0nDEQ/7lbNMdLV67IkKML6L97Jrat6upVZm4srMqREvtU8zkl9hmlrHQ1tPy4K2NP/UTnrwfhM3ez5riNfU1G+S3mc59FHJ25QTPYWRA2NlZEacUhFltbqzxssutpSspzypfX1tW7d3fCwq7z5s0b/b5sDqysLYmJztYQGxOPVe76aFOJmMw6m6WhbLky1KhZDWSZ7XvXcixgD6PHq5e/Rt57SK3a1bGrbINSqcS1e2dsbPW7OapgVZ7HMY81nx/HPqG8VXm90t64dIPQs2HsvPAHOy/+wYXAizy686jwhLk1WFfgcWwODXGPqWCtn4acdOrpxMlcsyr11mBVngQdP1TQK22WH3Zf2MHuizu4EHiRh2/hB1PL8qTFZHc202KfYmqp64fSbm2p7b2cKqumY2qtq9G8aW0kUxPePIjTOVcQhoqDpXVFYmOytcbFJGBpXUnLxsq6IrE52sTzlBeULVeGiOu36NLNEaVSiV0VGxo1ra91A7hx90pCIo7z94u/8T50PF8NVtaViI3JvnmOjYnH0rpiLp2V8tTgfeg4L1+m8td1P4JCvVm3cgvJSSncunGXVu83p0zZ0hQ3L45Tl/ZYF9BpMQY/vEsN+iB8YDx+MAZELIQPssjdV4iOjtUZBNLn/i0vvA5vI+rRZZ6/+Jv9+49o51lAXyQvG336N4Xx7TfTuH/3PIMG9Wbe/B/fuYaqVe2wb9qIcyGXNcfGjB7OpYt+rFu7VGuVXE4fgzoONrn6M28bB4ABAzzZs+ewznFj8IExaNAqy0BtQjt/4+rfGqKfZwzjDIJsMv4Ff4bCqAY3JUmqJklShCRJ6yVJuiZJ0nZJkrpIknRGkqTbkiS1kiRpniRJGyRJCpAk6Z4kSeMzky8CambOvPwx81hJSZL2Zua5XcpaI5I3MpA1Bag0EJOHjU763E968ipClvM7Lud73Nrakr593Pl15YZ8Bfft35OmzRrx6/L1+eZTuDaZ+LgEmjXshHOH3syeuYjf1i+lZKnspZ5KpZK1v//E+t+28iAyKl89+X13bRvddFk6L14Io40uSx4WAAAgAElEQVSDG50cezPpq1EUK2ZGmTIW9OjRhSaNnKhbqy0lSpSg/wD9lkbnGe48HsyFbjnO7x2+4tT3O2kzvhcAfycksbbNl2ztPouAb7fTY/kYzEqa61VuYeT1dPDCFj9WdpyE/6KdtP+il+Z4TOhdfus6jd97zqbdmJ4oi5kWmn9BPs62Kbi+1K9fmwULpjNu3NeFlvfWGnSbE8gyShMlDm2aM+6zqfRyG4Jbj86079ia5OQUvp78Las3LOXPo1uIehhNenr6Wwsq6CltTmyqWVOlVhU+bPURgxwGY9/WnsatG+lXbiHoqyGLcpXKUb1eNc4HXnir8vJuE/r6wYaqtSozsNVgBjh8SLO2Td/OD3poSDkeQkT7Edx2G8+LM6FUXvql1nmTimWp8tMkoqYs+0dmW/834qCX7/Opp3u2HyQuNoEDx7cxa+FkLoWEaWYCAAzvP5Y2DV0wMzPTzCTKW4Q+EvLW0LR5QzJUKt5v5IJjix58OmYIlavacvf2fdYs38SWfavZtHslEddvoVLl3y6NwQ/vUoM+CB+8ew16twkjQMRC+KAgDbr3b3nJLPw3zN3jI6pWa0kxMzPNzLailVu0/k1hzJ6zmOo1Hdix40/Gjhn+TjW8914Jdu9ax6TJczUz9n5bs4U69drSoqULcXEJLF6cPaflP+lT6UO/fj3ZvfuQznFD++DHH+YYhYbCy3r3baJwDblt8tfwz/dv8y+rYM1v388zhnEGgUAfjGpwM5NawDKgCVAP+BBoD0wGZmTa1ANcUS8TnytJkikwHbgry7K9LMtTMu2aAV8CDYAaQP5XLvgUOCpJUhQwBPVgqRZjx45tERQU1E+SpAsZGX9jZ2tNbK4p5NFRsVS2U+/rqFQqKV3agmfPEomOzj4OqNPGxGvZa47HxtPMvhE1a1bj5o0z3Ln1FyVKmBMRnv1Ep7NzByZOHsWQgaN58yaNmOg4rac2NraWOjM+Y2PisLW11mizsChFYmISb96kkZi5bORK6HUi7z+kZq3sfYZ+WvYt9+5Gsmb1ZgoiOjoOWztrzWdbWyudKfYxOWyUSiUWpUuR+Ex7ycqtm3f5++UrGjSoi1OndjyIfMTTJ89IT0/n8CEfWrdpXqCOLJ7HPqOUTTnN51LW5XiRkP8y2ohD2cvWVW/SSU1S//AmXI0k6UECZWvoN0swJylxz7DIMSvMwrocL+J1l+hkce3QWeq66L446MmdGNJevaZSHbs8UmkTHR2HnVYcrImJyVVPo2Oxy1FPLSxK8SwzDra2VuzatZZPP53E/fsPCy0vL2Jj4rGxzdZgbWNJvE59jNc80c2uj8nExsTz15kLJD5LIvVVKv5+p2nUVL28y+9YAB5dB9HTdTB370Ry/55++p7EPqGiTfYMtYrWFXgW/6yAFNm0c21HxOUIUl+mkvoylfMnz1OvWT290upoyDFLrqJVRZ7G6achCyePjgQdC0aVXvSOG6hnalbK5Yen8U8LSJFNe9e2hOfwQ8jJC9RvVr/IGtLinmBqkz0T09S6PGkJ2n5QJT1HfqMeIHu2wxfzRtm7hChKmlN941zilm7j5eWbRS7fUHGIi0nQmtFoZVOJ+LjHujY52kQpi5IkJSajUqlYOGspHp0GMWrIJCxKlyLyrnbdf/P6DSeOBeoso9TVkP2k3drGkgQdDfF5aujZx43AE8Gkp6fz9EkiF8+FapZd7t5+gJ7OHzLQYwRJick62ozTD+9OQ2EIHxiPH4wBEQvhgyxy9xVsba2Jyd3PiI7L9/6tMF6/fo3XET883LWX9ebXF8nPRp/+jb7s2PknvXt3f2caTExM2LNrHTt2/MmBA9l7XCYkPCEjIwNZlln/+3ZatrTPLifHPTKo45C1lDcvm6LEoXHj+piYKLl8+arOOUP7wMHB3ig0aJVloDaRO39j6t8aop9nDOMMAoE+GOPg5n1Zlq/KspwBXAdOyOpHA1eBapk2R2RZfi3L8hMgAchv/UmILMtRmXmF5kifFxOB7rIs2wEbgZ9yG6xcuXJW+/btn8qy3K9YsTL07+/JYS9fLZvDXr4MGdIPgD59enAy4IzmeP/+npiZmVGtWmVq1apOyPnLnL8QSq1a1alWrTKmpqaaPI96n8CuSjNq1WlDrTptePnyFfUaqPc0sbdvyKqVixgycDRPnqg75ZcvXaV6zWpUqWqHqakpvT7owbGj2psyHzvqz4APewPg0cuVoFN/AVC+fFnN5t9Vq9lRo2Y1HkSql5t+PetLLEqXZOb07wpwnZpLF69Qs2Y1qmZq+KCvO0ePar8h8ejRE3w4WL3xeq/ebpzKnH5etaodSqUSgMqVbahduzoPHkbx6FEMLVvZY25eHABHp7bcvHm3UC0AcWH3KFPdCovKFVGYKqnr0Ya7fpe0bMpUy646NTrbkxipnnJvXq4UkkL9BKp0lYqUqW5J8gP99pvMSUzYPcpVt6JMpoaGHm245af9ApJyOTTUdrbnWaaGMpUral4gVNq2AuVrWJMUpX2jnRcXLoRRq1Z1qlZV16l+/Tw4csRPy+bIkeMMHtwHgA8+6E5gYLC6nNIW7N+/kTlzfuDs2bebHQgQeuka1WtWoXIVW0xNTfH8oDu+3tpLeH2PnaTfIPVTyh6eLpw5pd53JfDEGeo3rEPxzH1o2rRrye3MmJevUE6jc+iIgezYslcvPTfDbmJbzQarypaYmJrg2NORs35/6ZU2ISaBxq0bo1AqUJooadKm8VstS48Iu4ltdVusKlthYmpCJ09Hgv2Ktvyik2cnTh58uyXpkOUHW40fnHo6Eay3Hx7TtHUTLT88vFP0DuTLsNuYVbPB1M4SydSEMh4dSfHT3nfKpGL20hmLrq1Ivav2t2RqQtU1M0nc70/y0TNFLhsMF4crl69TrUZl7KrYYGpqgntvV04cC9SyOXEskA8Gqje1d+vZmbOnzwNQ3Lw45iXU18B2jq1JV6m4c+s+Jd4zp6KleqBYqVTi1LU9925HFqKhipaG48cCdDT0GeiRqaGLRkNMVBxtM2ccmZcojn3LJpqyyldQx8vG1gpXd2cO7T/2L/DDP6uhKAgfGI8fjAERC+GDLNT3b9Wy+wT9euLlpX3/5uXlx5CP+gLwwQc9CAgo+LfwvfdKYGVVSaOhm6szN2/e0bLJry+Sk6L2bwqiVo6BDQ93F27evPvONKxbu5QbEXf4ZdlarbyyfALQy9ON69ezH5Zm3UdnaenXzyPPOHykiUN3AgKCC/zOWfTv75nnrE14d3Eoig+MQUNODNUmcmJs/VtD9POMYZxBkE2GJBn9n6EwMVjJ+ZNz19+MHJ8zyNab00ZF/t9DLztJkioCTWVZPpd5aBeQV+8sHRgH+Fy7EsCmzbsID7/FvLmTuXAxDC8vPzZs3MnmTcuJCA8iMTGJ/2PvvMOiON44/tk7RDH2Dth7rNgbShFBBcTEgrGXxB57jz1qTGyJsWvsvYKKCFgRG9iwAGJDpVkp1gjH/v44PDnuqL+YI8l8nodHd3Z23u++szM3Mzsz272nehvQoKBQ9u49xI3AkySqVIwY+QNJSeodCUaOmsoRj+0oFQpNmunx80/TyJfvC/7Y9BsA4eFR9PpmCJPHzWb3/nUolEp2bN3H7ZC7TJwygmtXb+LleYJtW/ayYs0C/K96ExMTx8D+owFo1qIRE6eMIDFRRVKSinGjZxAbE4epWUnGjB9C6O17nPBVbxD8x9qtbE1jQEmlUjFu7Cz2u21EqVSwdcteQoLvMGXqKK5euYHnkeNs2bSbNesWcTXwBDExsfTvq/7SZNNmDRk9dhAJCYnISUmMHT2Dly9iePkiBne3o/iePUhioorrgbfYuH5nuv75iKxK4sS0TXTaMgGFUsHNXad5ERpB8zGdeHLjAfd8rlCvrz1lLWuSlKDifdwbjo5ZDUDpJtVpPrYTSYkqZJXMsSkbeB/3JlN2U2s4On0j3TdPRFIqCNx9mmd3IrAa04mo6w8IPXaFhn3sqWhZC1WCivfxbzg4ZhUAZRpWo9tQZ1QJKmQ5Cc+pG3gX8zoDi+p8GD16OocObUapVLJp026Cg+8wbdoYrly5jofHMTZu3MX69Uu4efM0MTGx9Oo1HIDBg/tQqVJ5Jk36nkmTvgfA2bkXz569YO7cybi6upA3rwl3715gw4adzJ37a5oapk6Yy/Z9a1AoFezadoDQkHuMmzycwGu38PE8yc4t+1i6aj5+lz2JjYlj6AD1V/Xi4uJZs2ITR47vQkbmhM8Zjnv7AjB7/mRq1FTvf7pkwUru33uYqXxIUiWxbNoK5m2di0KpwGuXNw9DH9J7bC9Cr9/hgs8Fqtatyoy108hfMD9N7ZrQa0wvBtoN4oyHHxbNLVjjswpZlrl0+jIXjl3M2KgeDb9PW8bP29Rfj/Tc5cXD0If0Hdeb24GhnPe5QLW6VZm1bgb5CuanWZum9BnTiwGtBwJQsnRJSpgVJ/D89Szb1tawnPlb56FQKjia7Ic+Y3sTev2Thplrp6s12DWlz5jefGs3EF+PM1g0r8tan9UgywScvpQtP6BKInL6KipungVKBTG7j/HnnUeUHN2DdzfuEH/Mn2L9nClg1wRZpUIV+4rwceq6rqCjJfka18SocH4Kd1ZvZP543K+8D8p8R9ZQ+aBSqZg16Wc27lmOQqFg7/aD3Ll9n1GTBnPjWhDHj/qye5sbi1b8yAl/d2Jj4xj5nXq5UNFihdm4ZzlJSTJPop4ydsg0AEzymrBm6xKMjY1RKBVcOBPA9o1pD/irVCpmTvqZTXtWoFAo2LPdPVnDkGQNp9m1zY3FK+Zwwt+duNh4Rnyn/sLmlvW7+GXpLI767UWSJPbucCck6A4AKzYspFCRQiQmJDJjwnzi417leD/81RoAJs4YiXOntpjkzYPfdU92b3Vj6S+rhQ/0+CCn+CErjJ8xn4Cr14mNjad1x54MHdCLTqk+tJEdRF4IH6TUMGrUNA4f2opSqWTjpl0EB4cyffpYrly+zmEPHzZs3MmG9b8SdOsML1/G0qv3MM31t2+fo0D+/Bgb58LZ2QFHpx68fBnDvr3ryZ3bGKVSwalT51izdquOXX19kf+3f7N1y3KsWjWjWLEihN2/xKzZC9mwcSfz5k6matVKJCUl8ehRBEOHTfosGlo0b0Svnp25fiOISwHqAbpp0+bjefQE83+aSt26NZBlmYcPw/l++BQtf4waNY1Dh7Ykt6M/5sMYLl++gYeHT3I7+ldu3fLl5ctYevceniIfzpI/RT44OfUkJET9e9m5sxMuLn3SzH9D+mDI0Ik5QkNOKBOpNeSk/u3n6udlZNPQ4wwCQWaQsrrX2OdEkqTywGFZlmslH29MPt778RywF3gty/LC5Dg3ASfgFXBFluVyyeHWwDhZlp2Sj5cBl2RZ3qjHrhEQDTSXZTlUkqQBqGdxdkpLq5GxucEdV9gkn6El8CGdvdX+DqYXSf9LbH8HbyWDPwrMe5q5Tag/J0XyGP55rJmvjKEloJINuY1yGvuG/c0sVmb85cXPzejErH9N/q8m7H3mvtL7OZH1bTT8N6J3b12BwICEhBi241S9emeD2hfkLMJfZ7wi53OjSjJsuyUnYKRQGloCiUnZ23Lo34ZSYdiFpXmMDN+GNXT/GiCfcR5DS+BZ3G3RiNTDXtMehh98yIDOUdsMknc5ceZmtpBl+UXyh4duAp5A2p890702UZKk74B9kiQlATFA/88kVSAQCAQCgUAgEAgEAoFAIMg0OX5k04DkqMFNWZbDgFopjvumdS5FeMr43VOdPpXi3HDSQZblA8CBrCkWCAQCgUAgEAgEAoFAIBAIBIYiJ35QSCAQCAQCgUAgEAgEAoFAIBAIMiRHzdz8O5Ak6QBQIVXwRFmWvQyhRyAQCAQCgUAgEAgEAoFAIEgPsUty2vznBjdlWf7K0BoEAoFAIBAIBAKBQCAQCAQCwf+PWJYuEAgEAoFAIBAIBAKBQCAQCP6R/OdmbgoEAoFAIBAIBAKBQCAQCAT/JJIkQyvIuYjBzX8wce/fGFqCwTlJjKElkCTLhpZAy2JfGloCD94/M7QEjCTDT0ZPkFUGta8w/OOIm1zA0BI4+/yMoSVgnq+YoSUIABnDFwoJw7dEhR/UVK/e2aD2Q0L2GtQ+GN4HIJ7HjyQlGX73NIVkWD/IOaAdrUoybNsNyAFPY87A0GXCWGn44RFFDngaPqgSDS1BIMgyhh8JEAgEAoFAIBAIBAKBQCAQCASCbCAGNwUCgUAgEAgEAoFAIBAIBALBPxLDz7sWCAQCgUAgEAgEAoFAIBAIBGmSlAO2LcipiJmbAoFAIBAIBAKBQCAQCAQCgeAfiRjcFAgEAoFAIBAIBAKBQCAQCAT/SMTgpkAgEAgEAoFAIBAIBAKBQJCDkf8Bf5lBkqS2kiTdliTpriRJk9KJ11mSJFmSpIYZpSkGNwUCgUAgEAgEAoFAIBAIBALBZ0WSJCWwHGgH1AC+kSSphp54+YERwMXMpCsGN7NOW+B2SJAfE8YP0zlpbGzM9m0rCQny45zfIcqVK605N3HCcEKC/Lh10xf7NlaacAd7a27d9CWtNH9d8iOxL0M1xy0tm+B/8Shv34Qxa+YEbt44TVCQH+PH6dezbesKgoL88DujrWfC+GEEBflx88Zp2qTQM2LEt1y7epyrV46xZfMycufODcCmjb9z88Zprl45xprVCzEy0v0elb29dbb0FClSCG+v3bx8cZtff52jdc3sWRO4d9efly9u66SXFepbNWDVydWs8V1L56FddM53/LYjK46v5HevZczdMZfi5sX/L3sfaWDVgDUn17DOdx1d9Nit1bgWSz2Wcuj+IVq0b6F1rt/kfqzwWcEKnxW0cm6VbQ0NrRvwx6l1bDizHtehXXXO125Si+VHluH5wIOW7S21zn07ZQBrjq1m3Yk1DJ01JNM2W9o2w+v8Po75uzFwRF+d88bGufh17U8c83dj79FNmJcxBSBXLiPmL53B4dO7OHhyB42bN9Bcs9VtNV7n93Hw5HYOntxOkWKFM60nJ+RDI+uGbDq9nq1+G/lmmKvO+TpNarPacwXHwo7SyrGlJtyieV3Weq3S/Hnd9aCFQ/Nsa9h4+g82+22gmx4NtZvUZpXncrzDPHU0rPZaqfnzvHs42xoqWdVh6IkFDD+9iBZDnHXON+jRmkFe8xl4ZB59906nWBVzAMzqVmTgkXnqP895VHPI8AWehjZtrLh+/SS3bvkybtxQnfPGxsZs2bKcW7d88fV116qbvLx28vx5MEuWzNa6JleuXCxfPp8bN04RGHiCjh3bpauhlW1zfC7s54S/O4PSKBNL183nhL87+7y0y8TPS2dyxHcXh0/tpEmLT2Vi7JRh+AUe4XqYX6b80Mq2OccuHOCEvzuDR/RLV8N+r80aDUZGRixYNhtP3914n9vHkJH9AahQuRyHT+7U/AU+OEO/Qd3/c34A6DvwGzzP7OGo317hg0z4ICf5wdAaMsvUeYtp5diNjj0H/6XpguH98F9+Hu3trbl505fgID/Gp9G32LZtJcFBfpxN1beYMGE4wUF+3Lzpq9WWvxN6gatXjnEpwJsL54/opDl69CASPkRQtGjhTxr+pv6EjU0LLl7wJMDfi5Mn9lOpUvnP4oeqVStxKcBb8/fieQgjvv8WgG3bVmrC74Re4FKAt8Htfw4fABQsWICdO9dw48Zprl8/RdMmn57PYUP7cfOmL9euneCnn374V2vIbJkoUkS3b2HbuiXnLx3F/6o3I0Z/p0dPLtZuWIL/VW+OHt9NmbLqdmuZsuY8ig7k5Bk3Tp5xY8GSWQCYmORh++7VnAvw5MyFw0ybOVYnzdS0tmuF/xVvLgceZ9SYQXp98sem37gceByfk3s1Guo3qIPvuYP4njvImfOHcHRuo7lm0NA+nPM/wrkATwYP7ZspDZeu+HA18ASj09CwYdNSrgae4PjJfZRNoeHMuUOcOXcIv/OHcXK211wzdFg/LgR4ct7fkz82/Eru3MYZ6hD8K2gM3JVl+b4syx+AnYCLnng/Ar8A7zOTqBjczBqaEebadW1wde3Il19W0YrQv983xMTEUb2GJb8uXctP89SV9JdfVqFrVxfqWNji6NSD35fOQ6FQoFAoWPrbXJyce6IvzQb161CoUEEtG48eRzDg29Hs2uVG//7f4NyhF3Xr2uDq6sKX1bX19OvXjZjYOGrUsGTp0rXMmztFrae6Wo+FhS1Ozj1ZunQuCoUCM7NSDBvWn6bNHKlX3w6lUknXrh0A2LHzALVqW1Gvvh0mJnno3/8bLVsKhYLffpuTLT3v3//JzFkLmDjpRx2nH/Y4RgtLp0xmkX4UCgVD5gxhRp8ZDG09BKsOrShTpYxWnHu37jPacRTfOwzHz+Ms/ab0TyO1rNkdOmco0/tMZ3DrwVh1sNKx+zTyKYvHLuaU+ymt8Ea2jahcqzLD2w5ndIfRdBrUCZN8JtnSMHzOMH7oPZXvbAdi7WJN2SpltTVEPGPhmEWccDupFV6jwZfUbFiDwfZDGGg3mKp1q1KnaZ1M2Zw5fxLfdhtBuxadcfrKgcpVK2jF6dyjI/Gx8dg17siGVdsYP30EAF17fQWAk5UrfbsMZfLs0UjSp6/CjR08lQ423elg052Xz2My7YOckA8j53zPpF5T6GvzLa1dbCiXKh+eRDzl5zELOO52Qiv82rlAvnMYzHcOgxnjOp73799z6fTlbGkYMWc4k3v9QH+b77B1sdbR8DTiKb+MWahXwyCHIQxyGMI41wnZ1iApJNr92JftfX5hhd0EanZophm8/MgN93OsdpjEmvZTOLfqMPZTe6i13Q5nrfNU1rSfwvY+v+A0rz+SMuOfsY91k4tLHywsWtO1aweqp6qb+vZ1JTY2jpo1W/H77+uYM2cyoK6bZs1axKRJc3XSnTTpe549e07t2tZYWLTmzJkL6WqY+fNE+rt+j0OLTjh/3VanTHTp0ZG42HhsG7uwYdU2Js4YCYBrr68BaN/KlT6dhzBl9hhNmTju5ctX9r0z9MFHDbN+nkQ/1+EpNFTUitO1R0fiY19h29iF9Sk0tHexwzi3Me1adaVD6x5806cT5mVMeXD3IU423XCy6UaH1t15//Y9Xh4n9Zn/V/uhavVKuPb6mq/se+Fo5YqtfSvKVyyrz7zwQQ7zg6E1ZIWO7duwavGcjCNmEUP74b/8PH7sBzg796ROXRu6pdG3iI2J48salvy2dC3zUvQtXLu6UNfCFqcUfYuP2LXpQsNG9jRt1l4rvdKlzbBr3YqHD8M1GrLbfs9Of2LZ7z/Rp+/3NGrswM5dbkyZPPKz+CE09B4NG9nTsJE9jZu05e3bd7i5ewLQo8cQzbkDB47g5u5pUPsH3I58tmdhyeLZeHudpHZtKxo0aENwyB0ArKya4+zsQP36dlhY2LJ48ap/tYaslImUKBQK5i+aTrfO39KisSNfdXKiarVKWnF69O5CbGw8jevZs2rFRqbPGqc5F/bgETYtO2LTsiPjR8/QhC//fT3NG7XDtuVXNG5Sn9Z2aU+eUCgULFg8ky5fD6Bpw7Z06uJEteqVteL06tOFuNg4GtRtzcrlG5j54wQAgoNCsWn5Fa2ad6Bzx/4sWToHpVLJlzWq0KevK62tvqZlUycc2tlQsVK5dDUsWjyTzl/3p3FDBzp1cdbR0LtPF2Jj46hX15YVyzcw68eJGg3WLTvSsrkznTr249dkDaamJRk8pA/WLTvSrHE7lEoFnTrrTnoQaJMk5fy/TGAOPE5xHJ4cpkGSpHpAGVmWD2fWN/+awU1JkgpJkjQ0xbG1JEmZdoQkSbaSJF2RJOmmJEmbJEnSnZaYPMIM3E9ISGD3bnc6ODtoRejgbM+WLXsA2LfPA1sby+RwB3bvdufDhw+EhT3m3r0wGjeqR+NG9bh3L4wHDx6ROk2FQsHP86cxabJ2Q/bhw3Bu3AimcOHCREc/1brWOcWbEADnlHr2e2CTrMfZ2V5HT6NGFgAYKY0wMcmDUqnEJK8JUVFPADh69NNgR8Cla5Q2N9Wy1aiRhc69ZFbP27fvOHcugPfv/9Rxur//FaKjn+rJjsxT1aIqUWGRPHkUTWJCIr6HfGlq31Qrzo3z1/kz2f7tqyEUMy32f9n8aDcyLJLoFHab2TfTivM0/ClhIWEkJSVphZetUpYbF26QpEriz3d/cj/oPg2tMz9T7SPVLKoRGRal0XD64Gmap9LwJPwJD0IeIMvau2TIMhjnNsbI2IhcxrkwyqUkJhMDinXq1+Rh2GMeP4wgISERDzdvWrez1opj186K/bvURfTooeM0a9kYgMrVKnLO1x+Al89jiI97RW0LnVnqWSIn5EN1i2pEhkUSlazhhPspWthrz3x8Ev6E+8EPSEpKe7cSK8eW+J8M0DyrWdUQkULDSffTNE9Dg5yOhlaOLfE/eSlbGswtKhET9oTYx89ISlBx69AFqrVpoBXnw+t3mv/nyptb8//E9x+QVer8McqdCzmTm7qkrpv27Dmkt27aunUvAPv3H8HGRj1792Pd9Oefui8M+/Tpyi+/LAdAlmVevEi7bNStX4uHD8I1ZeLwAS/sdMqENft3qsuE58HjNGvZCEguE2fUZeJFqjJx7fINnj15nik/qDU81tLQRo+GfTsPJWs4RvPkcinLkDev+nchT57cJCQk8PrVG61rm7dqzMOwcCLDo/5zfqhUtQLXLt/g/bv3qFQqLp67jL2jjfBBGj7IWX4wrIas0NCiNgUL5P/L0zW0H/7Lz2PqfsCu3e44p+pbOKfRt3B2dmCXnr5FRixcOJPJU+Zq2nz/T/s9O/0JWZbJn1/9HBcskJ/IqCef3Q+2tpbcv/+QR48idPzRubMzIcF3DGp/1y73z+KD/PnzYWnZhPUbdgCQkJBAXFw8AIMG9eaXBcv58OEDAM+evfjXasiI1GUiJfUb1CHs/kMehoWTkJCA24K0Eu8AACAASURBVH4P2jm21orTrr0tu7YfAOCQmxctrZrppJOSd+/ec/bMRY0/rgcGYWpeMs34DRrW5f79hzwMe0xCQgL793rQ3tFOW4OjHTu2qTW4HziKlXUzjS2VSgVA7jy5NfdYtVplAvyvac6f9fPXmlGZloYwjYbDOKbS0N7Rju3b9gPgdsBTr4Y8KTQAKI1S1BMmJkQn1xOCfzaSJA2UJOlSir+BqaPouUzzYEiSpACWABlPa07Bv2ZwEygE6K41zATJztsEdJNluRbwEOijJ6rWCHN4RBRmZqW0IpiZl+JxeCQAKpWKuLh4ihYtjJnZp3DNtealtOKnTnPY0H4cOuyd5sBe3rwmWp3piIhozFINOJqblSI8uaOpUqmIi0/WY26qCQeICI/G3MyUyMholvy6mnt3L/Lo4RXi415x7JivVppGRkb06N4JL+9TqWyZEv44RZpZ0PO5KVqqKM8iPzUun0c9p2jJomnGt3e15/LJS3+J3edZsJuS+0H3aWjTkNx5clOgcAHqNK+TrQHXYqWK8izymeb4WdRzipbKnIbgK8FcOx/Izkvb2Xl5O5dOX+bx3ccZXlfKtARREZ9+nKIjn1DSVHuZf8lSxYlOjqNSqXgd/5rCRQoRcjMUu3bWKJVKSpc1o1bdL7V+8OcvncnBk9sZNubbTN0D5JB8MC3G06gU+RD9PFvp2HSw5rhb2jPjMtLwTEvDM4qZZs4PqTWczKaG/KWKEBf1QnMcH/WS/KV064CGvdsw3HcxdpO/4eiMTZpwc4tKDPb5mcFe8/H4Yb1msDM9zMxKEZ6ino2IiMLMrGSacVQqFfHxr9KtmwoWLADAjBnjOH/eg23bVlKiRNr5WdK0OFGR0Zrj6MinlDQtoRWnlGlxoiKiNRpefSwTt0Kxa2uVZpnILKVMSxAV+alcRukrl6Yl9GrwPHiMt2/fc+GWD37XPFm7fDNxsfFa1zp/5cCh/UfT1fBv9UNo8D0aN6tPocIFyWOSB2s7S0xTtQ+ED3KeH3KChpyAof3wX34ezcx1f5/MM9m3MNf322auvlaWZTyP7ODiBU++HdBDE8fJqQ2REVFcvx6kCft/2u/Z6U8MGjyeg+6buX8vgB49OvHLL8s+mx8+4trVhV273EiNpWUTnj59RpIsG9T+3bsPPosPKlYsx/PnL/hj3RIC/L1YvWoBefOqVx9VrVIRS8vGnPU7xPFje2nYoO6/VgNkrUykxNSsJBERn+qGyIgnmJpql+9SpiWJiPhUPuLjX2mWt5ctV5oTZw7g7rGFps20X+YDFCiYH/t2Npw5fV6vfY2GFOUsMiIaU5127Kc4KpWK+LjXFEluxzZoWJdzAZ6cvejBmJHTUKlUBAeF0rxFIwoXKYSJSR7a2FtjXlq73KeVPqjridQaTM1KpdLwSkvDhQBPzl08wuhkDVFRT/h96TpuBp8h9N554uNfceLEX7udi8AwyLK8Rpblhin+1qSKEg6kXEZZGohMcZwfqAWckiQpDGgKHMzoo0L6ZicaDEmSygNHAT/UNxAIbABmASWAHkB7oCxQMfnfX2VZXgrMBypJknQN8AE8gHySJO1F7ZjLQE9Z3ysZKAr8Kcvyx40tfYDJwB+pJaa+MHVyKZfPfoqTVrisNVU+ZbipaUk6d3LC1q6zHrkfbemGZU6PnOa1hQoVxNnJnqrVmhEbG8/OHavo/s3XbN+xXxPv96XzOON3kbNn/f8yPZ+dNPJFH9Zf2VC5ThUmdZ34F5jN/v1ePXOVqnWrsvDAQuJfxhNyOYSkTAzk6BGRbQ1m5U0pW7ks3Rv3BGD+9p+o3eQyNy7e/L9tpuWbvdsPUqlqBQ4c20LE4yiuBASSmKh+2zd28FSeRD/jiy/ysmzDAjp2dcRtt0eG95ET8kHS84Iqq89+kRJFqFi9AgGn//+B9/9HQ4Xq5f9SDfoK46XNPlza7EMtl+a0/L4j7mNXAxBx7R6r2kykWGUzXBYN5u6pQFR/JqSbfGbyP6vPiJGRktKlzTh//hITJ/7IiBHfMn/+VPr3H5VpDTr3nYaGPdvcqVS1Am7HthIRHsUV/0DNG/AskSkJ+jXUrV+TJJWKZrXsKVgoP7sOr+fs6Ys8fqiehZIrlxGt21qxYM7v6Uv4l/rh3p0HrF66kc37VvL2zTtCboWiUiXqNy98kGb6f7cfcoKGnIDB/fAffh6z//uU/rVW1h2JinpC8eJFOeq5k5Dbd7l8OZDJk0bQrr32/qN/d39i5Ijv6ODSm4CAq4wZM5iFC2bg7XP6s/gB1PtjOznZ88PUn3TidXPtyM5d7p8tHzJrP+30/z8NRkol9erVZtSoafgHXGXxollMmDCcmTMXoDRSUrhQQVpYOtOooQXbt69i8hTdLXj+DRoga2UiY1uZKx9Pop9Sr6YNMTGx1LGoyeZty7Fs6qhZ+aJUKlnzx2LWrdrCwzDdJfFZ0ZBe3+vypUCaN2pH1WqVWLH6F455nyb09j1+W7KGAwc38ebNG27dDNb0tzKvIUMJWhqaJmtYtXoBPt6nMDHJg6OjHXVqWRMXG8+mLcvo6urC7uQyIdBPNkYDciIBQBVJkioAEUA3QFMQZVmOAzSzRiRJOgWMk2U53Q5oTpy5WRn4DagDVEd9k5bAOGBKcpzqgAPqZeIzJEnKBUwC7smybCHL8vjkePWAUai/wFQR0P5KyCeeA7lSjAR3RnskGYBhw4Y18PPz6yJJ0qWkpDeUNjfVLLH4SER4FGVKmwHqCqtgwQK8fBlDRMSncEB9beQTrfia8Kgn1LOoRaVK5bkdfJa7oRfIm9eEkCDtNxlv3rzTmllkbl5K660zqGeClk5+C6NUKilYoAAvX8YSEf4pHMC8dCkio6JpbWtJWNhjnj9/SWJiIm5unlpvmab+MJrixYswfvwsHSeGR0RRukyKNLOg53PzIuo5xc0+zaoqZlqMl09f6MSra2mB63BXfhwwm8QPaTeCM8vzqOcU07H7MtPX71q2i+/bfc8PPX5AkiQiHuguZ8mMhuJmn2ZAFDctxssnmdPQwqEFIVdDeP/2Pe/fvifgZADV61XP8LroyCdasxZKmZXkabT2sqzoqKeUSo6jVCrJVyAfsTFxqFQq5k1bTAeb7gzpPZYCBfLz8P4jAJ5Eq2cdvnnzlkP7j1Knfs1M3UdOyIdnUc8okWImSvFSxXgRrfsMpoeNsxV+R8+iSqfxkR7Po55TXEtDcV5EZ94PANbOrfA7ei7bGl5Fv6RgitmiBUyL8OpJ2nXAzYPnqWav+5Lu+d1IEt79SYmqpfVcpU1ERBSlU9Sz5uamREU9TTOOUqmkQIH86dZNL17E8ObNW9zd1TMV9+/3wMKiVprxoyOfas0aKmVWQvM8a8VJnmGgVCrJn6JMzJ26CGebbxjcawwFCuYn7N6jDO9bv4ZP5dLUrCRPdTQ80auhQ6d2nD5+jsTERF48j+HyxWta20VY2Vly63oIz5+l/zz9m/2we5sbHWy70815ALExcWlqEz7IaX4wrIacgKH98F9+HtXtce3fp8hM9i3C9f22Jc+A/dg/efbsBW7unjRqZEGlSuUpX74sly/5cCf0AqVLm+J/0Yu3795nu/2e1f5EsWJFqF3nSwICrgKwZ89BmjZr+Nn8ANC2rQ1Xr97g6VPtdqhSqaRjx3bs2XPQ4PY/pv9XawiPiCI8PAr/ZH/v2+9BPYvamrQOuKn3AA24dI2kpCRev37zr9QAmS8Tx333a63EiYyIxjzFTFwz85I6qyqjIqMxN/9UPgoUyE9MTCwfPiQQE6NuS16/douwB4+oVPnTXr6Lf/uR+/fCWL1yE+kRGRGtNavSzLwU0anasSnjKJVKChTMR0yqdmzo7Xu8ffuOL2tUBWDr5j1YW7rg6NCdmJdx3L8XlqaGiFQazM1L6Swh19WQX6+GN2/fUaNGNaxtWvAw7DEvkuuJQwe9aNK0frq+EPw7kGU5ERgOeAHBwG5Zlm9JkjRbkqQO2U03Jw5uPpBl+YYsy0nALeB48mzLG0D55Dgesiz/Kcvyc+ApkNbaD39ZlsOT07qW4notktPvBiyRJMkfeAXojGwtX758qqWl5QtZlrvkzl2Irl1dOHTYWyvOocPe9Oql/hJzp06OnDx1VhPetasLxsbGlC9fhsqVK+AfcJWAS9eoXLkC5cuXIVeuXJo0j3gep3TZelSu2pTKVZvy9u07qtfQ/or1ixcvKVWqhNa1hw/7aMU5fNjnk56vHTmVrOfwYR8dPQEB13j0OJImTephYpIHABsbS0JC7gLQr983tGljRc9ew/XOaLp0KVDnXjKr53MTGhiKWQVzSpYpiVEuI1o5t+Kiz0WtOBVrVmT4T8P5ccBs4l7E/YV2zbTsXvBJ+6MjKVEoFOQvpN6TqHz18pT/sjxXfK9kWcPtwNuYlzejVLIGqw5WnM+khqeRT6ndpDYKpQKlkZI6TWtnaln6jatBlK9QhtJlzciVywjHjvYcP6r9Vv740dN87ar+UFRb59Zc8AsAII9JHkzyqp+/FlZNUKlU3A19gFKppHCRQoB6awQbe0vuBN/L1H3khHwICbyNeQVzSpUphVEuI2xdrDnnk/YSFH3Yuthw3D17y8H1abBxscqyBhsXG07+HxoiAu9TpEIpCpUpjiKXkprOTQn10f4wUZHyn6r0qrYWvAxTd7IKlSmu+YBQQfNiFK1oSmy4dudTH6nrpi5dnPXWTT17qmfKf/11e06dOpdhuh4ex7BK3lfJxqYFwcF30ox7/eotylf8VCacvnLQXya6qctEuw6tOX9Gf5lITC4TWUWtoayWhmNHT+lo6NTNOVmDnUZDZHg0zZP3lzPJmweLhnW4fydMc53z120zXJL+b/dD0WLql41m5qVwcLLlYBr+ED7IaX4wrIacgKH98F9+HlP3A1y7unA4Vd/icBp9i8OHvXHV07fIm9eEfPm+ANRbWLWxs+LWrdvcvBmCeem6VKnalCpVmxIeHkXjJg54e5/Kdvs9q/2JmJg4ChYoQJUq6gGe1q1bERJy57P44SOurh31Lglv3bolt2/fJSIiyuD2P9ez8OTJM8LDI6laVf0BHFtbS4KD1QsVDx700uwvXqVKRYyNjTl2zPdfqSErZaJ1q6+1BqKvXrlBhUrlKVuuNLly5aLj144cPaL90c2jR07g2l39QVTnjg74+ar7GEWLFtas0ixXvjQVK5XnYZi6HzV56igKFMzHD5Pm6Twbqbly+TqVKpXTaPi6syOeR46n0nCcb3qoNbh81Rbf02oNZcuVRqlUAlCmjBmVq1TQ7P1arHgRAEqXNsXJxZ69ew5loKE85TQanDiSSsORI8fp3kP9gbWOX7XDN3mpfblUGqpUqcDDR+E8fhxJw8YWmnrCyro5t29nrm8n+Ocjy/IRWZaryrJcSZbluclh02VZPqgnrnVGszYhhy1LTyblFyqSUhwn8Ulvyjgq0r6PzMZDluXzQEsASZLsgap6omlGmG9eP8XGTbsICgpl5oxxXLocyOHDPqzfsJNNG5cSEuRHTEws3XuqtwENCgpl795D3Ag8SaJKxYiRP2g+XDJy1FSOeGxHqVBo0kyPhg3qsnfPHxQuXBCVSsWN66cJj4hk08ZdBAWHMmP6OC5fUevZsGEnGzf8RlCQHzEvY+nZK1lPsFpPYOAJVIkqRo6cSlJSEgEBV9m//wj+F4+SmJjItWu3WLduGwDLl/3Ew0fhnPFVTxV3c/Nk7rxfPzlYpWLUqGl4HN6GQqnIkh6A0NvnKVAgP8bGuejg7ICjY3eCQ+7w07wfcHXtSN68Jty/F8CGDTv4cc7idH2UmiRVEqumrWT2lh9RKBX47PLhUegjeozpyZ0bd/D3uUj/HwaQJ28eJq1UfyX5WeQzfhwwO0t29NldOW0lc7bMQaFU4L3Lm0ehj+iZbPeiz0Wq1KnCtLXTyFcwH03smtBzTE+G2A1BmUvJgn0LAHj76i0LRy7M1nLoJFUSy6atYN7WuSiUCrx2efMw9CG9x/Yi9PodLvhcoGrdqsxYO438BfPT1K4Jvcb0YqDdIM54+GHR3II1PquQZZlLpy9z4djFDG2qVCpmTf6F9buXoVQo2bvDnbu37zNy4mBuXAvihJcve7a5s3DFjxzzdyM2Jo7RA9UTs4sWK8z63cuQk2Sio54ybug0AIxz52L97mUYGRmhVCo45+vPri0H/lH5sHTaMn7Z9hMKhQLPXV6EhT6k37g+3A4M5ZzPearVrcqP62aSr2A+mrVpSr8xvenX+jsASpYuSXGz4gSev55l2yk1/D5tGT9vm6fR8DD0IX3H9eZ2YCjnfS5QrW5VZq2bQb6C+WnWpil9xvRiQOuBGg0l/k8NsioJz+kb6bF5IpJSwbXdp3l2JwLrMZ2IvP6A0GNXaNTHngqWtUhKUPE+/g3uY1YBUKZhNboNdSYpQYUsJ3Fk6gbexbzO0ObHuunQoS0olUo2bdpFcHAo06eP4fLlG3h4+LBx4y7Wr/+VW7d8efkylt69h2uuv337LPnzq+smZ2cHnJx6EhJyh6lTf2L9+l9ZsGAGz5+/ZODAtPe8VqlUzJr0Mxv3LEehULB3+0Hu3L7PqEnqMnH8qC+7t7mxaMWPnPB3JzY2jpHfqeuiosUKs3HPcpKSZJ5EPWXskGmadCfOGIlzp7aY5M2D33VPdm91Y+kvq9PUMHPSz2zaswKFQsGe7e7JGoYkazjNrm1uLF4xhxP+7sTFxjPiu0kAbFm/i1+WzuKo314kSWLvDndCgtSDuXlM8mBp1YSpYzL+ivO/2Q8rNiykUJFCJCYkMmPCfOLjXgkfpOGDnOQHQ2vICuNnzCfg6nViY+Np3bEnQwf0olOqD21kB0P74b/8PKpUKkaOmopHqn7AjBnjuJyib7Fx41KCk/sWPVL0LfbsPcT1VH2LkiWLs3ePemctpZGSnTvd8E61T37qe89u+z2r/QmVSsWQIRPYtXMtSUlJxMTE8d3AMZ/FDwAmJnmwa92KoUN1t5pS74Pp/tnyISv2P6eGUaOnsXnT7xgb5+L+g0d8++0YADZs3Mm6tYu4evU4CR8S6D9g1L9WQ1bLROryMXncbHbvX4dCqWTH1n3cDrnLxCkjuHb1Jl6eJ9i2ZS8r1izA/6o3MTFxDOw/GoBmLRoxccoIEhNVJCWpGDd6BrExcZialWTM+CGE3r7HCV91X+aPtVvZunlvmhomjJ3FPrcNKJVKtm3ZQ0jwHSZPHcm1KzfxPHKcLZt2s2rdIi4HHicmJpYBfdXbJDVr1pCRYweRmJBAUpLMuNEzeJn8zY7N25ZTuEhhEhMSGD9mps5e6qk1jBs7i/1uG1EqFWzdspeQ4DtMmTqKq1duaDSsWbeIq4EniImJpX/fkQA0bdaQ0WMHkZCQiJyUxNhkDS9fxODudhTfswdJTFRxPfAWG9fvzFS+/Jf5Gzb0+8ci/S37HWaS5D03Dyd/1AdJkjYmH+/9eA7YC7yWZXlhcpybgBPq2ZZXZFkulxxujXpdvlPy8TLgkizLG9OwXUKW5aeSJOUGjgBzZVk+oS8ugJGxucEdp9C3scV/DPuSdQ0tgaQcUMUkyobffePB+4xn0H1uqpgY/mMO75LS3//xc6PQ+/G5vxcrZfGMI31m5j05Y2gJmOfL+gej/mpkA9dP+vaa/bsxtA9A+OEjOcEPhiYkRH/n9e+kevW093P/uxDPo5pH8Yb/MrDe/Ub/RnJSX1QgKGSSz9ASSMwB+zfnhP5t3Ot7hq+kcyAbzHsaPnMyoF/EVoPkXU5clp4tZFl+AZyVJOmmJEkLspHEeEmSgoHrwKH0BjYFAoFAIBAIBAKBQCAQCAQCgeHJUcvSZVkOQ/1l84/HfdM6lyI8ZfzUnzo7leLccNIh+SNE49OLIxAIBAKBQCAQCAQCgUAgEAhyDjlqcFMgEAgEAoFAIBAIBAKBQCAQaJMkFuunyX9ucFOSpANAhVTBE2VZ9jKEHoFAIBAIBAKBQCAQCAQCgUCQPf5zg5uyLH9laA0CgUAgEAgEAoFAIBAIBAKB4P/nPze4KRAIBAKBQCAQCAQCgUAgEPyTSDK0gBzMv+Zr6QKBQCAQCAQCgUAgEAgEAoHgv4WYufkPRpZlQ0swOMee3jC0BFRJKkNLoF6xyoaWwKuEt4aWwAPpuaElYGZcyKD2Jcnwu0z7Jhk+H66VrWVoCTi+jDa0BAEgYfgykRMQfsgZVK/e2dASCAnZa2gJOcIPOYGc0JJXGLjdkCT6M4Dh8yGnYOjnIbcyl0HtAySqDN+3LGFi2P6MQJAdxOCmQCAQCAQCgUAgEAgEAoFAkIMRy9LTRixLFwgEAoFAIBAIBAKBQCAQCAT/SMTgpkAgEAgEAoFAIBAIBAKBQCD4RyKWpQsEAoFAIBAIBAKBQCAQCAQ5GFlsz5smYuamQCAQCAQCgUAgEAgEAoFAIPhHIgY3BQKBQCAQCAQCgUAgEAgEAsE/ErEsXSAQCAQCgUAgEAgEAoFAIMjBiK+lp42YuZl12gK3Q4L8mDB+mM5JY2Njtm9bSUiQH+f8DlGuXGnNuYkThhMS5Metm77Yt7HShDvYW3Prpi9ppfnrkh+JfRmqOR41ciDXA09y5bIPAf5e3A45R3CQH+PT0LNt20qCg/w4m0rPhAnDCQ7y4+ZNX9qk0FOwYAF27lzDjRunuX79FE2bNNBKc/ToQSR8iKBo0cIA2Ntbc/Om71+qAUChUBDg74XbgU2asDWrF3L5kg9XLvuwc+cavvgir469Nm2suH79JLdu+TJu3FC9erZsWc6tW774+rpr9BQpUggvr508fx7MkiWzNfHz5fuCixc9NX/h4ddYsGCGVpp/pw/+WLeE0NvnuRTgzaUAb+rWraljLzVNrRuz58wW9p3dRu/h3XXO12tSh81eazn36Di2jlY657/Il5fDl/cybu7IDG3pw6a1JX4BRzh/5SjDR32rc97YOBer1y/m/JWjHDm2kzJlzTTnvqxZlcPeOzh9/hAnz7qTO7dxtjRY2jTlyLk9HL24j2+/761zvmHTeuw7tpkbkeewd7LVOrdm529cvHOclVsXZ8v2RxpZN2Tj6T/Y7LeBbsNcdc7XblKbVZ7L8Q7zpJVjS024RfO6rPZaqfnzvHuYFg7Ns61hw6l1bDqzgW5Du+rRUIuVR5bh9eAILdtbap37bsoA1h1bwx8n1jJs1pBs2c8JGr5o2YAKR9dQ0WcdRQZ20Tlf8Cs7Kl/YQXn33ynv/jsFuzhonVd8YUKlM5spOT1r9lvZNsfnwn5O+LszaERfnfPGxrlYum4+J/zd2ee1CfMypgDkymXEz0tncsR3F4dP7aRJi0918oZdyzh8aieefnv4ceEUFIr0f9Zb2Tbn2IUDnPB3Z/CIfulq2O+1WaPByMiIBctm4+m7G+9z+xgysr/mmr4Dv8HzzB6O+u2l3yDd+iWn+uGv1jB2yjD8Ao9wPcxP+CATPvg3+yEnaMhqXmSWqfMW08qxGx17Dv5L080JPjDUs5BRPyA7fYu1axYRGR7ItavHtdKaNXM8Vy77cCnAG0+P7ZialtSxZ9/GmhvXTxF060ya7eitW1YQdOsMZ3wPpmpH7+LF8xB+XfKj1jXe3ru5cf0U/heP4n/xKMWLF/3sfihd2oxj3nu4cf0UgddO8P3wAZr406eN4eGDS5q2dLu2tga3r5MP9tbcvHGaoCA/xo9Lo2+xdQVBQX74nTmklQ/eXrt5+eI2v/46RxPfxCQPbm6buHH9FNeuHmfunMk6aeYUDYYsEyVLFdexZ926BacvHsLv0hGGjRygc97YOBcr/liI36UjHPLZTuky6n7MV50d8Tq9V/P36Pl1atSqpnXt+m2/c+zsAb1+SElru1b4X/HmcuBxRo0ZpNcnf2z6jcuBx/E5uZcyZc21zpcubcrj6ECGj1DrNzc35eCRrVy4fJRzAZ4MGtonXfstbZvhdX4fx/zdGJhG/fjr2p845u/G3qPa9eP8pTM4fHoXB0/uoHHzT/XjVrfVeJ3fx8GT2zl4cjtFihXO0A8CQXqIwc2soQSWA+1q17XB1bUjX35ZRStC/37fEBMTR/Ualvy6dC0/zfsBgC+/rELXri7UsbDF0akHvy+dh0KhQKFQsPS3uTg590Rfmg3q16FQoYJaNq5du0mTpu1o2MgBc3NTgkPuUKeuDd3S0BMbE8eXNSz5bela5qXQ49rVhboWtjil0AOwZPFsvL1OUru2FQ0atCE45I4mvdKlzbBr3YqHD8MBNPqdnXv+pRoARnz/rZZtgLHjZtKgYRvqN2jD40cRDBnSV+u8QqHgt9/m4OLSBwuL1nTt2oHq1bX19O3rSmxsHDVrtuL339cxJ/mH9f37P5k1axGTJs3Viv/69RuaNGmn+Xv0KAJ3d08tm3+nDwAmTZ5Dw0b2NGxkT2DgLZ3zqX0yYd4oRvaYgKt1HxxcWlOhSjmtONERT5k96ie8DxzXm8agCQO4eiEwXTvp2f9p4TS6dx5IqybOfNXZkarVKmnF6d6rM7GxcTSr35bVKzYzdeY4AJRKJcvX/MKEMTOxaubM1059SEhIzJaGaT9PYOA3I3G2dMXxawcqVa2gFScyIprJI2bjsd9b5/r1y7cycdgMnfCsahgxZziTe/1Af5vvsHWxplyVslpxnkY85ZcxCznudkIr/Nq5QAY5DGGQwxDGuU7g/fv3XDp9OVsavp8zjCm9pzLA9jtsXGwoq6PhGb+MWcQJt5Na4TUa1KBmw5oMtB/Md3aDqFa3KnWb1vnnaVAoKDljKOHfTed++8EUcLLCuFIZnWivjvgS5vI9YS7fE7fHS+tcsVG9eet/M4tmFcz8eSL9Xb/HoUUnnL9uS+VUz2CXHh2Ji43HtrELG1ZtY+IM9csE115fA9C+lSt9Og9hyuwxSJJ6N/HvB0zEybob7Sy7UKRoYdq72KWrYdbPk+jnOjyFhopacbr26Eh87CtsfJSbnQAAIABJREFUG7uwPoWG9i52GOc2pl2rrnRo3YNv+nTCvIwpVatXwrXX13xl3wtHK1ds7VtRvmJZfeZzlB8+h4bjXr58Za/74kT44L/nh5ygISt5kRU6tm/DqsVzMo6YBXKCDwz1LGTUD4Cs9y0ANm/ejaNTD537XLhoJfUbtKFhI3s8jhxj6g+jdfT89tscOrj0pq6FLa5dXXTa0f36diM2NpYaNVuy9Pd1zJ0zBfjYjl7IpEn6n48+fUfQuElbGjdpy7NnLz67HxITExk/YRa161jTwtKZIUP6aqX529K1mra0l/cpg9r3PKrd7vuYD84delG3rg2uri58mTof+nUjJjaOGjUsWbp0LfPmfsqHmbMWMHGS9gAzwJIlq6ldx5pGjdvSrFlDHBxs9OaVITUYukyMGq/94lqhUDDnl6n06joEm2YdcOnUnirVtNtO3Xp+TVxsPJYN27N25RamzBwDwIG9HjhYdcbBqjMjB0/m8aMIgm7e1lzXzsmOt2/eppkHKTUsWDyTLl8PoGnDtnTq4kS16pW14vTq04W42Dga1G3NyuUbmPnjBK3zc3/+gWM+vprjxMREpk7+iaYN2mJv05lvv+upk2ZK+zPnT+LbbiNo16IzTl856NSPnXt0JD42HrvGHdmwahvjp48AoGuvrwBwsnKlb5ehTJ49WlM/AowdPJUONt3pYNOdl89jMvSFQJAe/6jBTUmSCkmSNDTFsbUkSYezcP1wSZLuSpIkS5JULEW4JEnS0uRz1yVJqp9GEo2Bu8D9hIQEdu92p4Oz9oyeDs72bNmyB4B9+zywtbFMDndg9253Pnz4QFjYY+7dC6Nxo3o0blSPe/fCePDgEanTVCgU/Dx/GpMmazcSTp0+x7t372ncqB537z2gcKGCJCQksGu3O86p9DinocfZ2YFdevTkz58PS8smrN+wA4CEhATi4uI16S1cOJPJU+Yiy7LaIan0/xUaQP02qV271qxfv0MrrVevXmv+b2KSR6PjI40aWWjp2bPnEM7O9jp6tm7dC8D+/UewsWkBwNu37zh3LoA//3xPWlSqVJ4SJYri5+evCfu7fZBVatb7kvCwCCIfRZGYkIi3+wlaOWjPhosKj+Zu8H2SknQnulevXZUixQtz4XRAtuzXa1CHB/cf8ehhOAkJCbjtO4JDe+031A7tbdm9wx2Aw+5eWFo1BcDatgVBN29rGgIxMbF6NWZEnfo1efQgnPCHkSQkJHLkgDe2bVtpxYl8HEVo0F296V84E8Cb1xk3PtKjukU1IsIiiXoUTWJCIifdT9PcXnv25ZPwJ9wPfoCcJKeRCrRybIn/yUv8+f7PLGuoZlGNyBQaTh08RQv7ZjoaHoQ8IEnW9oMsyxjnNsbI2IhcxrlQ5jIiJhuNEENryFOnKh8eRpLwOBoSEon38CWfXbOML0wmd83KGBUrxFu/K1myW7d+LR4+COfxwwgSEhI5fMALu3bWWnHs2lmzf6f6J83z4HGatWwEQOVqFTl3Rl3nvHgeQ3zcK2pb1ADUL19APbMyl3Eu5LQfnWQNj7U0tNGjYd/OQ8kajtG8ZWMAZBny5s2DUqkkT57cJCQk8PrVGypVrcC1yzd4/+49KpWKi+cuY++Ydmcp5/jhr9dw7fINnj15nrZh4YP/jB9ygoas5EVWaGhRm4IF8v+laeYEHxjqWUivH/CRrPYtAM74XeRlTKzOfaZsR3/xRd4M29G79xzU247eomlHe+i0o9//mfX2yefwQ3T0U65eU7+IfP36DSEhdzA3K5Uj7adGJx92u+vPh4969ntgk6xHkw+p2onv3r3n9OlzgLp/d/XaTczNTXOchpxWJiwa1Cbswcd+TCLu+z2xb6fdj7Fvb8uenep+jIe7N5atmujYcenUHvd9nybH5P3ChO+G9ua3Rat14qamQcO63L//kIdhj0lISGD/Xg/aO2q/KGnnaMeObeoZoO4HjmJl/alt297JjocPHhMS/GnCzJMnz7iePEHm9es3hN6+p3cmN6j7UQ/DPrUfPdy8aa1TP1qxf5e6fjx66DjNktuPlatV5Jyvun58map+FGSPpH/An6H4Rw1uAoUA3fURmecsYAc8TBXeDqiS/DcQWJnG9ebA448H4RFRmKX6kTIzL8Xj8EgAVCoVcXHxFC1aGDOzT+Gaa81LacVPneawof04dNib6OinesWYmZeiYIECHPVSz26KiIjS+dFMS4+5WSnCU9iNSNZTsWI5nj9/wR/rlhDg78XqVQvIm9cEACenNkRGRHH9epBW+qnT+X81ACxaNIvJk+foHWhat3Yx4Y+vUa1aZVas2KBtS1+aZiXTjKNSqYiPf6VZYp8Rrq4u7NlzSOf+/m4fzJ49kSuXfVi4YCbGxukv0y5eqhhPIj89Q0+jnlHctFg6V3xCkiRGzhjK0h/TKhIZY2pagsiIaM1xVOQTnR9PU9OSREZEAWr/vIp/RZEihahYuTwysGPfWrxP72PYCN2lIJmhRKniREc80Rw/iXpKSVPdZSefk2KmxXgW9Uxz/Cz6GcVMdZdlZYRNB2tOpprRmGkNpYryNDKFhqjnFC2VuWch+Eow184HsvvSDnZf3sGl05d5dPdxxhfmMA25ShYlMfpTZzcx+jm5SurmQ377FpQ/uByzpVMw+qhPkig56Vue/vxHlmwClDQtTlTkp3IQHfmUkqYltOKUMi1OVHJZUZeD1xQuUoiQW6HYtbVCqVRSuqwZtep+ian5pzK0Yfdy/EOO8eb1GzwPHktTQynTEkRFfioHUZFPdMpBSdMSejV4HjzG27fvuXDLB79rnqxdvpm42HhCg+/RuFl9ChUuSB6TPFjbWWKaTuctJ/jhc2rIDMIH/w0/5AQN/xRygg8M9Syk1w/QFyczfYuM+HH2RB7cC+Cbb75i5qwF2rZSpam3TZvNdvTaNYvwv3iUyZN1tzj63H4oV640FnVrcdH/qiZs6JB+XLnsw9o1i6hSpaJB7adepWduZkr44yjNcURENGapBgHVfYhPbee4+PhM92cKFiyAo6MdJ0+mvWWDoTQYukws/GmZ1jnTFO0igOjIJ5jq1A3abaf45LohJc5ftcV9/xHN8fgp37Nm+SbevU17Uo1Gg1lJIsI/5UVkRDSmOv3bT3FUKhXxca8pUrQwefOaMHL0IH7+6fc00y9T1pw6dWtw+ZL+VXrq+/vUfozW135M0ddSqVS8/lg/3gzFrp11mvXj/KUzOXhyO8PG6G5bJhBklb99cFOSpPKSJIVIkrROkqSbkiRtkyTJTpKks5Ik3ZEkqbEkSTMlSVovSdIpSZLuS5I0Ivny+UAlSZKuSZL08dc4nyRJe5PT3CalnOecClmWr8qyHKbnlAuwWVZzASgkSZK+V1k6aad+u6PPvCynFS6nGW5qWpLOnZxYtnx9GncDLVs2oVixIixatFLr2v9Hj5FSSb16tVm9ejONGjvw5s1bJkwYjolJHiZPGsHMWQszkf7/p6F9ezuePX3Olas3dM4DfPvdGMqWq09IyB26dHH+i/SkM60iBV26dGD37oN/kc3s+eCHqT9Rq1YrmjZzpEiRQowfn/54v94ikbnbpXPfjpw7cVFrMCqr6L1HMucfI6WSJk3rM+y78bi07UE7JzssWzX9azRk0gefk8w+dx8pUqIIFaqXJ+D0pWzZ0/8sZE6DWXkzylUuQ7fGPXBt1J16zetSu0mtf56GTNh/dfIi92z6EtZhGG/PXcP057EAFOrhyOvTl7QGRzNvNhP3nUZ9sGebO9FRT3E7tpWpc8dxxT8QlUqlidOv6zCa1rTH2NhYM5NIv4jMSNCvoW79miSpVDSrZY9VA0e+HdqLMuXMuXfnAauXbmTzvpVs3L2ckFuhqFRpbx2RE/zwOTVkBuGDz68hJ/ghJ2j4p5ATfGCoZ+FztCEzYtr0n6lQqRE7dhxg2FDtvZczp0c3zYzs9u07ggYN22DbuhOWLRrTo0enbNjNnh+++CIvu3etZcy4GZpZeqtWb6Zq9eY0aGhPdPRTevfS3X/777S/4JfpqWzpJPmX9WeUSiVbtixn+fL1PHjwKM14htJg6DLR77tUe4f/BX3Leg1q8/7dO24H3wWgRq1qlK9QlqMe+rcDS02m7iuNOJN+GMnK5Rt4k8by9y++yMvmbcuZPHGO1izWzKSdGY17tx8kOvIJB45t4Yc5Y7kSEEhiorp+HDt4Kk5Wrnzj9C0Nm9ajY1dH/fYFgkxiqJmblYHfgDpAdaA7YAmMA6Ykx6kOOKBeCj5DkqRcwCTgnizLFrIsj0+OVw8YBdQAKgItsqFHa0YmEJ4cpsWwYcMa+Pn5dZEk6VJS0htKm5sSFfVEK05EeBRlSqs3EVYqlRQsWICXL2OIiPgUDqivjXyiFV8THvWEeha1qFSpPLeDz3I39AJ585oQEvTpzVZr25Y4OdoTFHSbDx8+qG/C3JTITOoJj4iidAq75sl6wiOiCA+Pwj9A/WZx334P6lnUplKl8pQvX5bLl3y4E3qB0qVN8b/oxdu373TS+R975x0V1dHG4efuApbEkqiRZu8mCvaGUlRQAcFu7CVq7L1GYzf2KLGX2HtDQaooKqJiA1RAbKBURQFNjBGW/f5YXFiKQBKzmG+ec/Yc9t6ZeX/7ztxhZu6Uv6uhZcvG2NlZcz/8Cvv2bsDSshW7djpppJmWlsbhI6dwdOykaSunNGOf5RpGLpdTsmQJXr7MvkwhK/Xq1UFHR86tLAOO0VHZbX5MH7yfyfvu3Tt27jpEk8YNPqj7WexzyhtmvGH8yqAcz/M5OFOv0df0GNwF56sHGf/jSDp1t2H0rOH5ivuemJh4jbemBoblicuSJzExGW+D5XI5JUqWIDExiZiYeC5fusbLl0n88cdbfLwvUN+k4EsZ4mOfoZ/pLWF5g694FvfXB2z/CgmxCZTL9JaznH45XsS9LFAaFvZt8PPwR5H61zqvz2MT+MowkwaDsryIf/GBGBmY2bQk5FYYb9+85e2btwScu06dBnU+OQ0pcQkZMzEBHf2ypDzTzIe0pNco0/d2TTrsQdFvVHsQFTOtwxf97Kh2dgflZgylpGNbyk0ZlC+7cTHPNGY06ht+RXyWMhgX8wyD9GdF9Rx8TlJiMgqFgsWzV2Fv+S3f959EyVIliHio2Rl49+c7fDzOZ1tGmV1DxnNgYFg+23MQFxOfo4bO3Tpy3sef1NRUXiQkcuNqoHpZ0eF9znS26kNv+6EkJSZn01Y4/fDxNOSF8MH/jx8Kg4ZPgcLgA22Vhdz6AbmFyU/fIr8cOHiCLl2yt6Mr5NWmjY4rcDs6Jn1W7G+//c7BQ840aWya629U/5Z/wA86OjocObSVAwdO4OycsST42bME0tLSUCqVbNu+j4qVjLRqv0kTTX9ERcdiXCFjno2Rkb7GzGJ1GOOMtnOpkiXz1Z/ZuGEZDx485pdfPrwKRVsatP1MdLTXXO4dm6ldBKBvWJ64LHVDbJa2U8n0uuE9nbt2xDnTkvRGTUypZ1KXy4GenHDfTdVqlTlySnM1YmZiouMwMs7IC0Mj/ex9qUxh5HI5JUt9TuLLJBo3MWH+wmkE3fVl5KhBTJoykmEj+gOq8rlr33qOHDqF66nsZw68R9U2zGg/6huW51mWvmRcpr6WXC7n80z145I5q+ls2YeRAyZTsmQJIh+p6sf3dezvv7/B5bgH9RvmfUiuQPAhtDW4+VipVN5WKpVpwF3AR6ka/r8NVE4Pc1qpVP6pVCoTgGdAbmtMApRKZVR6WoGZ4heEnGZ7ZnvNs379+tlmZmYvlEpljyJFStOzpwMurpoVgYurF/3T3/5162bLOd9L6us9ezqgp6dH5coVqF69CgHXbnHteiDVq1ehcuUK6OrqqtN0c/fBuGIDqtdsTvWazXnz5g9q11XtJ2Jq+jUb1i/Fzr4fFSsaq+P26umAaxY9rrnocXX1olcOeuLjnxMVFUPNmqoDX6yszAgNDefOnTCMjE2oUbM5NWo2JyoqlqbNbPDy8tXQ/09omD17KVWqNqZGzeb07TeKc+cuMXCQavJutWqV1ena2bbn3r0HGrauXw/S0NOjhz2urt5Z9HjTr193ALp27YSvr38O2Z+dnj0dss3aBLLl4cf2gb5+xkClQ+cO3A0J+6DukMAwKlQxxrCCPjq6Olg7WHHR61K+fvOPYxbRuUlPHJv1Zu2Cjbgd9WT9ki35ivuewJu3qVqtEhUrGaGrq4tjt054uWsuq/ZyP0fPbx0AsHOw4dKFKwD4+vhR5+taFCum2uuvRasmhN97WCD7ALdvhVCpagWMKhqiq6tDpy7WnPO8WOB0/g5hQfcwqmKEfno+WDqY4+99uUBpWDpYcu7kX1uSDnAv6B5GlY3Qr1AeHV0dLDpb4O99JV9xn8U8x6RZfWRyGXIdOfWb1+PJg4J3ILWt4e3tcPQqG6JrXB50dShp24bffDTty8tlLKn6vG0z3j1UvfuKnbKChxaDeGg1mOdLt/PK2YfnK3fmy27wrbtUrloB4/QyaNfFBh+P8xphfDzO07W3HQAdO7fl8kXVPrdFixWlWPGiALQyb0aqQsGD8McU/6wY5cqrBmrlcjkW7c14dD8iDw0VNTSc8fDNpqFbb/t0De3UGmKi4miZPuOoWPGimDaur7ZVJv10S0MjfWzsrDh13OMT8MM/q6EgCB/8t/1QGDR8ahQGH2irLOTWD8hMQfsWH6J69YxDQOztrLmXpU2lakdXztDTo3OO7ej+6na0Lb6+H25TyuVy9VJlHR0dOnVsy9279zTCfCw/bN2yitCwB6xZq9l2zdyWdnToyI0bwVq1n9UfWfszPXs65JwP7/XkIx9AdTJ4qVIlmTw570MytaVB28/Ew/ua9UfQzTtUqVqRChWN0NXVwaFrR7w9NNvi3u7n6NFb1Y+xdbDm0sWr6nuSJGHnYM2p4xmDm3t2HKLx11a0MLWhS8cBPHoYQY/OmrOoM3PzRjDVqlWiYiVjdHV16drdFnc3zVmfHm4+fNtXdXiPQ5cOXDivatt2sv4Wk68tMPnago0bdrJ65Ua2bt4DwC8bfiL83gM2rMt9pSio+lGVq2TUj7aO1jnXj71U9WMH+7Zc8cu5flSk149yuVy9dF9HRwdLazPuhxa8j/f/iPIT+GgLHS3Zzby7cFqm72lkaMocRkHuWvMb7kNEAZmPyzUGYnIIlwqMATzvBPuyc9chQkLCmTd3CtdvBOHq6s2vOw6ya6cTYSF+JCYm0aefaslwSEg4R4+6cDvoHKkKBePG/6DeS3H8hNm4nd6PXCZTp/khlv00h88//4x9ezcAcOumD/Hxz9Vx586dwo1MenbudCI0XU/fTHqOHHUhOAc9EybOYfeuX9DT0+XR4yd8992kXLUoFArGT5jN6Sz6/66GnJAkiV+3r6Fkyc9BkrgdHMK4cbOz6ZkwYQ4uLnuQy+Xs2nWI0NBwfvxxEjdu3Ob0aW927jzEr7+u4e7dC7x8mcSAAWPU8e/du0SJEiXQ09PF3t4GO7t+hKWfVt69ux0ODgO16gOA3bvWUa7clyBJBAfdZdToGdQsZphreIVCwYof1uC0fyUyuQyXg248Co9g+NQhhAaFcdHLnzomtVm+fSElS5egdfuWDJ8ymN6Wgz6oI78oFApmTV3EgWPbkMtlHNh7nHthD5g2ayyBt+7g5X6O/XuOsm7zMi7f9CApMZkRQ1TLgJOTX7F5/U48zh5BqVTi432BM17n87CYs4ZFM1aw7ZATMrmM4/tdeHDvEWOnD+dOYCjnPC/yjWkdftm5nJKlSmJp3Zqx04Zj36Y3AHtObaFq9UoU/6wY5wJdmD1xMZfO5W9A7j1pijR+mbOOZftUJze6H/IkMjySQVMGcC8onMveV6hlUpP52+byeakStGjfnIGT+jO0rWqmbHnj8nxlWI6gy8EF/v2aGtazdO8SZHIZHoe8iAyPZODkAYQHZ2iYt/VHlYZ2zRk4aQDftRvOhdMXMW1pwlbvzaBUcu38da6cuZq30cKmQZFG/IKNVNi+COQyko968e7BE8qO68fbO/f57exVvhzgwOdWzVAqFCiSXhM7Y3WBf2c2swoF82csY+eR9chkMo7uP8X9e4+YMON7bgeG4ONxgcP7nFm1YSFnA06SlJTM+GEzAdXg4c4j60lLUxIf+4zJI+cAUKx4Mbbs/Rk9PT1kchlXLl5j/86jH9Qwb8Yydh3ZgEwm48j+k+kaRqZrOM+hfc6s3rCIswEnSU56xbhhMwDY8+shljvNx8PvKJIkcfTAScJCVHXjhh0rKf1laVJTUpk7bSmvkl8Xej/80xoAps8dj323DhQrXhS/YHcO73XGaXn2gwKED/7bfigMGgqaFwVh6tylXLsVTFLSK9o69mPU0P50y3LYR0EpDD7QVll434bM2g/4u32LvXvWY96mBWXLfknEo+vMX7CSHTsPsmTxTGrWrEZaWhpPnkQzavSMbHomTJiDq8te5HI5O9Xt6MncvBGM62lvduw8yI5f1xBy9yIvXybRf8Bodfx79/wpmakdbWvXlydPonB12Yuuri5yuYyzZ/3Y/uv+j+6HVi2b0L9fd4Jvh3D9mmpwbM6cpbh7nGXpT7MxMamLUqkkMjKKkaOm08D0G63azykfTrvuQyaXsWvnIUJCw5n74xRu3FTp2bHjIDt3rCUkxI/El0n065+xTVX4vcuULKnKh872Ntja9uHV69+YOXM8YWH3Cbiqegm5YeNOduzI+eBSbWnQ9jMxd9pP2fwwZ9oS9h3djEwu59C+E4SHPWTKzNEE3bqLt4cvB/ceZ+2mn/C77kZSYjKjvpuqjt+8ZWNiY+J5EhmVo5/zg0KhYNrk+Rxz3oFcLmffniOEhd5n5uzxBN68g7ubD3t2HWbTtlXcCPIhMTGJoYMmfDDN5i0a0btPF+7eCeOCv2ryzsJ5q/DOoZ+lUCiYP3M5vx5eh1wm5+iBkzy494jx01X141nPCxzZd5KVGxZyJsCZpMRkJg5XLcYtU/YLfj28DmWakrjYZ0wZpaof9Yro8uvhdejo6CCXy/C/EMChPSf+so8EAgCpoHu+/W2DklQZcFUqld+kf9+Z/v3o+3vAUeA3pVK5Mj3MHcAOeA3cVCqVldKvWwBTlEqlXfr3dcB1pVK5Mw8NEUDj9FmhSJJki2rQshPQDHBSKpVNP5SGjp6R1nfsy3Vz0f8j5DK5tiWgSNP+/lYNylbXtgSevMn54Kt/ky/0/tkTXP8Khnql8w70EfnAtsP/V6wrpv26wfZlXN6BPjJZ97f9t5HEfyqBoNARFpb7YOu/Re3a3bUtoVAQ+Sr/S2Y/FnKZds+XVeTxUv//BZlovwGQpuVN8fU/z9+BSB+T39/lfcjQx6ZssVJ5B/rI3H9+QzwUOfBLhX5aH4fKi7FP92ol7z6p09KVSuUL4FL6QUQr8oyQBUmSxkmSFIVqZmawJEnb0m+5AY+AB8BW/t6J7AKBQCAQCAQCgUAgEAgEAsE/RppU+D/a4l9flp5+Wvk3mb4Pyu1epuuZw2c5wgzfTPfG8AGUSqUT4JTDdSUwOnsMgUAgEAgEAoFAIBAIBAKBQFBY+aRmbgoEAoFAIBAIBAKBQCAQCAQCwXu0daDQR0WSpBNAlSyXpyuVSk9t6BEIBAKBQCAQCAQCgUAgEAj+KmKX4tz5Tw5uKpXKLtrWIBAIBAKBQCAQCAQCgUAgEAg+LmJZukAgEAgEAoFAIBAIBAKBQCD4JPlPztwUCAQCgUAgEAgEAoFAIBAI/iuIZem5IwY3P2G++qy0tiXw/E2yVu3bfFVfq/YBFCi1LQHPuEBtS0BPR1fbEvgzNUXbEtDXK6VV+zLtF0ckSdK2BFJTxcIEgQplIaijJbT/TAg/FA4KQz7Urt1d2xIICzuqbQmFwg+yQvD/UqnUbpnUvgcKB9rOh8KCtp+J39+91ap9AD259odonv2RpG0JAkGBEb0/gUAgEAgEAoFAIBAIBAKBQPBJov3XAgKBQCAQCAQCgUAgEAgEAoEgV8Qc79wRMzcFAoFAIBAIBAKBQCAQCAQCwSeJGNwUCAQCgUAgEAgEAoFAIBAIBJ8kYnBTIBAIBAKBQCAQCAQCgUAgEHySiD03BQKBQCAQCAQCgUAgEAgEgkJMmqRtBYUXMXNTIBAIBAKBQCAQCAQCgUAgEHySiMHNgtMBuBcW4se0qaOz3dTT02P/vo2Ehfjh7+dCpUrG6nvTp40hLMSPu3cuYN3eXH3dxtqCu3cukFuaa35eSNLLcPX31mbNCLjqQeTzIGw7W6uvW7Q140KAK3433Bk94bsctOmycftK/G644+J9AOMKhup7db6uySnPfZz1P8mZSycoUkQPAIdunThz6QTefsfZe2QzX3xZ+oPOsba24M7t84SE+DF1Ss7+2bd3AyEhfvhdzPDPl1+WxsvzMC9f3GPNmkUacRbMn8bDBwG8fHHvg7ZzooF5Qzac28SmC1voNqp7tvudv3Nknc8G1nr+woIDiylnVE59b+7u+ey7fZDZO34ssN3caGjeiE3nNrPlwla6j+qR7b7jd45s8NnIL57rWJxFT15YW1tw584FQkP8mJpL2dy3byOhIX5cylI2p00bQ2iIH3fuXKB9prJZqlRJDh7cwu3b5wkO9qV5s0YAzJs3lZs3vLl+zQu30/sxMCifzV779ubcCvQh+LYvkyePzFHPrt3rCL7ti+95ZypWVOmxsjLD75ILAQEe+F1ywdy8hTqOrq4uv6xbQmDQWW7e8sHBoUO+/dO2XRsCbnpxI8iHCZNG5Khn+6613AjywfvcUSpUNNK4b2xswNO4IMaMG5pvm1lpYtGYXed/Za/fTr4d3Svb/frN6rHZfQNnIjxoY9tafd20pQlbPTepP54PTtPKpuVf1rDz/HZ2++2gdw4a6jWrxyb39XhFuGfTsNlzo/rj/sD1b2nY4buNXRd30HtUzxw0fMNGt3V4Pnbq6YWBAAAgAElEQVSjdSczjXvDZg1l25ktbD+7ldHzs5er/PB5m4bUOLOJGme3UPb77PVC6W5tqX1tH9Vcnajm6sQXPVX1rK5hOaqdXEM1Vyeqe6zniz4dC2S3jVVLvK8c52zASUaMG5Ttvp6eLk7blnI24CTHPHdhVMFAZVdXh2VO83C7cAhX34M0a9VIHWfyrNH4BbkRHOGXbw1nrpzgbMBJvh83+IMajnvuVmvQ0dFhxboFuF84jJf/MUaOHwJAleqVcD13UP0JenyRwSP6/N/5AWDQ8G9xv3gED7+jwgf58EFh8kNh0CDyIv/MXrKaNra9cez3/T+arrZ88FfbzgDTpo4mJMSPO7fPa7Tfxo37jsBbPty6eYY9u9dRpEgRACwtW3H1ijvXAjw5d/Y41apVLlwa/qV2LMDoUYO5c+cCgYFn+emnH7RuvzD4oFBp0FJ5rFK1UjZ7H6MP8cuGnwh/fBX/ALds6eWEZVszLl1358otT8ZOHJaDBl227FjNlVueuPscUmuoUNGIiLhAfC6ewOfiCZb/PE8dR1dXl5VrF+B/wwO/a24a4wo50bZdG67f9OZW0Fkm5uKHHbucuBV0Fp9zx6iYrqFho/pc9Hfhor8LfpddsbPPsDNq9GCuXHPncoA723esUY9BCAR/BTG4WTDkwHqgYz0TS3r1cqROnRoaAYYM/pbExGRq1zVjjdNWflqiqqTr1KlBz54O1De1wtauL784LUEmkyGTyXBauxg7+37klGajhvUpXbqUho0nT6MZ+t1EnI+eVl+TyWQsXvED/Xp8j2Xzzjh260SNWtU04n3bvxvJya8wa9SRrRt388O8SaofJZfjtHkpMyYvwKqlAz3sBpGSkopcLmfBTzPoYT+Y9mZdCQ0JZ/Cw3BvIMpmMtWsXYd+5PyYmlvTq5UCd2pr+GTy4N4lJydSta4aT01aWLJ4FwNu3fzJv/gqmz1iYLV3X02doZWaXq90P6RmxaCTzB85lTNtRtO5sToUaFTTCPL77kEm2ExlvMxb/034MmpXRqTix+ThrJq4usN0P6Rm5aCRzB85lVNuRmHduk03Pw7uPmGg7gbE2Y/A7fYnBs4bkklr2tJ3WLsbevh/1TSzpnUvZTEpMpk5dM9Y6bWVJprLZq6cDJqZW2GUqmwA/r16Al+c56tUzp1Gj9oSG3Qdg1aqNNGzUnsZNrHFzO8PsHyZm07P65wV0cRxEo4bt6dGjM7VrV9cIM3BQT5KSkqlfz4J1v2xn4aIZALx4kUj37kNp2rQDw4dNZtv2n9Vxpk0fw/PnLzA1saJRw3b4+V3Nt39WrJ5Hj65Dad64A9162FEri57+A3uQnJRMI5O2bFy/g3kLp2ncX7zsB854X8iXvdw0jF80lhn9ZzHI8jvaOlhSqUZFjTDx0c9YNmkFPs5nNa4H+gcxzOZ7htl8z6ReU3n79i3Xz9/4SxrGLRrDzP4/MMRyGFYOFtk0PIt+xvJJK3PUMMJmJCNsRjKl17S/pWHsotHMGjCboVbDsHSwpGI2Dc9ZPmkVZ53PaVyv26guXzf+muHW3zOs3QhqmdTEpHn9ggrAcP5IIgbP5YHNKErZm1OkeoVswZJPX+Sh3Tge2o0j8bAXAKnPE3nUYwoP7cbxqOtkyn3fHZ2vvsz37563bDpDeo3FplU37Lt2oHrNKhphevR1JDnpFVZNHdixaR/T544HoFf/rgB0atOLgd1HMmvBJCRJtSbFx/MCXawH5FvD/GUzGNxrTCYNVTXC9OzryKuk11g1deDXTBo6ObRDr4geHdv0pHPbvnw7sBtGFQx4/CASO8ve2Fn2pnPbPrx98xbP0+dyMv+f9kPN2tXo1b8rXaz7Y2veCyvrNlSuWjEn88IHhcwPhUGDyIuC4dipPZtWL8o7YAHQlg/+Ttu5Tm1V38LU1Ao7+344OS1GJpNhaKjP6NFDaN7ClgYN2yGXy+nZszMA6375iYGDxtKkqQ0HDzkzc8Y4rWuYNXP8v96ONTdvib29DQ0btsPU1Io1a7Zo1f7q1Zu07oPCpEGb5XHKtFEatj5WH+LAvuN0d8x/P2/pqh/p030YrZva0aWbLTWz9PP7DOhOUtIrmjewYfOGXcyZP1l9L/LxE9q27kLb1l2YNnGe+vqEKd+T8PwFLRt1oHVTWy77BXxQw6rV8+jedQhNG9vQrYd9Nj8MGNiDpKRkGphYsWH9DuYvnA5AaEg4Fq0dad3Snm6Og1njtAi5XI6BQXm+HzkQi9aOtGjaEblcRrfu9vnyyf8zaZ/AR1t8UoObkiSVliRpVKbvFpIkuRYg/hhJkh5IkqSUJKlspuu1JUm6LEnSn5IkTflAEk2BB8CjlJQUDh8+SWd7G40Ane2t2bPnCADHjp3GytIs/boNhw+f5N27d0REPOXhwwiaNmlA0yYNePgwgsePn5A1TZlMxrKlc5gxU7MBFxkZxe3boaSlKdXXGjSqR8SjpzyJjCIlJYWTx92w6WSpEc+6oxVHDpwE4PRJL8zMmwNgbtWS0LvhhNxRzYxMTEwmLS0NSZKQJIninxUDoESJz4iPe56rc5o0Mc32W+ztNd8A2Wf2z/HTWKb7582bP/D3v8bbt39mSzcg4CZxcc9ytZsbNUxrEhcRS/yTeFJTUrnocoGm1s01wty+fJt36Tbv3bpHGQN1sSD4UhB//PZHge3mRk3TmsRGxBD/JI7UlFQuuFygeTY9wfyp1hNG2Ux6PkTWcnTo8Enss5RN+1zKpr29DYdyKJslSnyOmVkzft1xAICUlBSSk18B8Pr1b+p0i39WHKVSqWGrcWNTHj2MJCLiKSkpKRw96oKdnWZZsLO1Zt/eYwCcOOGGhYVqFmBQ0F3iYlX5HRISTpEiRdDTU73FGzCgBytXbABAqVTy4kVivvzTqLEJjx5FEpmu5/jR03SybacRpqNtOw7sOwHAyRMemFtkzBjtZNeOyMdPCQu9ny97OVHbtBYxETHEpuf/2ZO+tLLWnPkYHxXPo9DHGs92VsxtWxNw7pq6nBRUQ3QmDedOnqdlLhqUH9DQxrY1Aeeu/yUNtbL4wfeUL62sW2iEiY+K53HYY9KUmv8elUolekX00NHTQVdPF7muDokJ+SsD7ylmUpM/I2NJeRqPMiWVZNcLlGjfPO+IgDIlFeW7VAAkPV2Q5X/TG5OG3xD5OIqnkdGkpKTiesKTdh0tNMK062jB8YOqf2nup3xo0boJANVrVcX/oqrB+SIhkVfJr6lnWheAwBu3eR6fUAANTzU0tM9Bw7GDLukaztCydVPVb1dC8eJFkcvlFC1ahJSUFH57/btG3JZtmhIZEUVMVOz/nR+q1axC4I3bvP3jLQqFgqv+N7C2tcxqWvigUPqhMGgQeVEQGpvWo1TJEv9omtrywd9pO9vbW2frWzRpYgqAjlyHYsVUZaNY8WLExsYDqv+jJUqofFeqZAliY+O1riEmNv5fb8eOGDGA5SvW8+7dOwCqVK6oVfvPn7/Qug8KiwZtl8f3fZD3fKw+hP+layQmJpEfGjaqz+NHT4iMUPXznY+70cG2rUaYDp3acni/MwAuzp6YmbfIKSkNvu3XFafVWwCVH16+zF3Pez9EqP3gim0WP3Sybcf+fccBcD7hrvbDH+n/iwCKFi2i0W+U62TKl2LFiEvPF4Hgr/BJDW4CpYFReYbKnUtAOyAyy/WXwDhgZR7xjYCn779ERcdiaKivEcDQSJ+nUTEAKBQKkpNfUabMFxgaZlxXxzXS1wifNc3Rowbj4uqVr4E9fYPyxERndChjY+LRz7JUWN/wK2Ki49TaXr16zRdflqZqtcqgVLLv6BY8fI8wcpzqLVJqaiozJy/Ex8+Zm6G+1KhVjQN7juXuHEMDop5maIiOjsPQyCBLGH2i0ju+CoWC5Fcq/3wMyuiXISEmYzD2RWwCZcqXyTV8+17W3DhX8JloBdHzPCajgZuQhx7rXtbcOHc9X2kbGukTlakcRUfHYpTPsqnKE824hkb6VK1aiYSEF2zf9jPXAjzZvGkFxYsXU4dbsGA6jx5e49tvuzBv/gpNW4bliYrWTNPAsHyuYd6Xx6xlwdGxI8FBd3n37h2lSpUE4McfJ3PJ35U9e9fz1Vf5G/w1MCxPdKYBl5jouBz1RGcqm6+Sf+PLMl9QvHgxxk8cwbKffsmXrdwoa1CWZ7EZ5fF5XEK+B68zY9nZAh/n3GfG5aXhuYaG55Q1yL0MfkjDub+qQb8MzzI9l89jEyijnz8/hN4MJfByEIevH+DwjQNcP3+DJw+e5h0xE7r6ZUjJ5IPU2AR0c3gOS3ZoSXW3X6iwfia6mfJJ16As1d1+odalHSRsPkbqs5f5slveoByxMXHq73Exzyhv8JVGGH2DcsRmqqNfv/qNL74sTdjdcNp1MEcul2Nc0ZBvTOpgYJR9K4i80Df4itiYjEZjbEw85Q00t74ob/BVjhrcT53hzZu3XLnrjV+gO1vX7yY56ZVGXPsuNrgc9/i/9EN46EOatmhI6S9KUbRYUSzamWGQpQ4WPih8figMGkReFA605YO/03Y2NDJQXweIjorDyNCAmJg4fl6zmYcPrvIk8iavkl9z5oxq1tiI76dy6uRuHj28Rt++3Vi+Yr32NSxf96+3Y2vWqIqZWVMu+bngc+YorVs306r9xo1MtO6DwqJB2+VxzerNGrYKQx9C31Cznx8THZetn29g8BXR0RkaXr96zZfp28lVrGTMmYvHOXF6D81aqLYEKFlKNaA7/YfxeF84xtZdayhXLvc+gWEWP0Tn4AcDQ/0sfnjNl+l9u0aNTbhyzR3/q25MHD8HhUJBbGw8vzht407oRcIfXubVq9ecPfvPbmMi+P/iXx/clCSpsiRJYZIkbZMk6Y4kSfskSWonSdIlSZLuS5LUVJKkeZIk/SpJkq8kSY8kSRqXHn0pUE2SpEBJkt6PpnwuSdLR9DT3Se/XgeSAUqm8pVQqI3K4/kypVF4DUvKSn0PcrL8vB7u5XVfmet3AoDzdu9mxbv2veUh6bzf7tWzasssHpRK5jpwmzRsyZvg0HDv2p6NtW8zaNENHR4cBQ3phY96dhnUsCL0bnuMeHwXSkMvv/SjkQ897zLtYUL1+dU5szn3w9u/rybls5IRFF0uq16/BsXzqyY9fC1o2deRyGjSox+bNu2nS1Ibff3/DtGlj1GF+/HEZVas14cCBE4wapblHWL7yOY8wderUYOGiGYwdq1pqoqMjx9jYkMuXr9OqpR0BV2+yZMmsbGnkxN/RM+OH8Wxcv4Pff3+TL1u5asihQBa07H/51ZdUrV2Fa+fzN+idH/6Khiq1K/9lDTlW0fnUYFjZkErVK9C7aV96NelDg5Ym1Gv2zV/S8SH7r30CCG8zhAedxvLbpUCMVmRsu5ASm8CDTmMJtxxO6a5tkZf98D7E78nX786lDB7Zd5K42Gc4n9nL7MVTuBkQpH4DXiDyJSFnDSYNvyZNoaDFN9aYN7Llu1H9qVApY08pXV0d2nYwx/2U94cl/Ef98PD+YzY77WT3sY3sPLyesLvhKBSpOZsXPsg1/X/bD4VBg8iLwoG2fPB32s65xS1duhT2dtbUrNWCSpUb8dlnxejzrWrp/Phxw+jsMICq1Zqwa/dhViyfq3UNK1fM/dfbsXIdOV+ULkUrM3tmzFjE+PHDtWp///5NWvdB4dGQLZl/tTwu+kmzb1Eo+hA5jW7kSwPExz2j4ddWtGvdlbk/LGXjtpV8XuIzdORyjIwNCLh6k/ZtunE9IJC5i6ZlSyMj+bz7sR/KuxvXg2jepCOW5l2YNPl7ihTRo3TpktjatqP+NxbUqt6S4sWL07OXQ64aBCqUn8BHW2hr5mZ1YC1QH6gN9AHMgCnA+xqlNmCDain4XEmSdIEZwEOlUmmqVCqnpodrAEwA6gJVgVYfS/To0aMb+fn59ZAk6Xpa2u8YGxmop7S/JzoqlgrGqoN65HI5pUqV5OXLRKKjM64Dqrgx8Rrh1ddj42lg+g3VqlXmXuglHoRfoXjxYoSF5P4mIzYmXuOtloFheeKzzPhUhdFXaytZsgSJicnExsRz5dJ1El8m8faPt5z1vsg3JnX5ul5tACIjVDOjXJw9aNTMNFcNUdGxGFfI0GBkpK/xFlwdxtggwz8lS35wCvzf4UXsC8oaZsx+KGNQlpc5zLIyMTOhx5heLB66kNR3uTf+/76eBMoZZswAK2tQlpfPXuSgx5ReY3qxcOiCfOuJjorFOFM5MjIyICafZVOVJ5pxY2PiiYqOJSoqloBrtwDVso8GpvWy2T548ARdunTStBUdh7GRZppZl3nEZArzvjy+LwuGRvocOLiZYd9N4vHjJ4BqL87ff3/DqVOeABw/7oaJaf4GtmKi4zAyziibhkb6OeoxylQ2S5b6nMSXSTRuYsL8hdMIuuvLyFGDmDRlJMNG9M+X3cw8j33OV5lm45TTL8uLuOz5/yEs7c3x87iEIvWvdRwTYhMop6GhHC/i8jfz8D0W9m3w8/D/yxqexybwVabnspxBWV7E588PZjYtCbkVxts3b3n75i0B565Tp0GdAtlPiXuBbiYf6BiUJSVLvaBIeq1efp540JNi9TT3FAJIffaSP+9H8lmTr/NlNy7mmcbMKX3Dr7Jt8xEX8wyDTHV0iZKfk5SYjEKhYPHsVdhbfsv3/SdRslQJIh4+yd8PzqYh4y27gWF5nmXTEJ+jhs7dOnLex5/U1FReJCRy42qgetklgHk7M+4Gh5Hw/MPl6b/sh8P7nOls1Yfe9kNJSkzOVZvwQWHzQ2HQIPJC22jLB3+n7axq+2WKa6xPTGwcba3MiIh4SkLCS1JTU3F2dqd5i0aULfsl9erX4Vp6u+7IkVO0aNFI6xqat2j8r7djo6NiOeHsDsC164GkpKRSNdNBMv+2/bS0NH777Xet+qDQaPj9d62Wx6bNG2rYKgx9iNhozX6+oZF+tpWdsTHxGBllaChRsgSJiUm8e5eiXv4eHHiXiMdPqVa9Ci9fJvHm9ze4uaheSrs4e1DPpC65EZ3FD0ZG+tmWkGf3QwkSs/Tzw+895Pc3f1C3bi0sLFsRGfGUF+n54nLKk2ZZ/C8QFARtDW4+ViqVt5VKZRpwF/BRqob1bwOV08OcViqVfyqVygTgGZDb+o4ApVIZlZ5WYKb4/zjr16+fbWZm9kKpVPYoUqQ0PXs64OLqpRHGxdWL/v1Vp2B362bLOd9L6us9ezqgp6dH5coVqF69CgHXbnHteiDVq1ehcuUK6OrqqtN0c/fBuGIDqtdsTvWazXnz5g9q1zXLpuk9gTfvUKVaRSpUNEJXVxeHrp3wctdcNurlcY4e36rehtg6WHPpguowlvM+l6jzdU2Kpu930bxVY+7fe0hcbDw1alVTTydvY9GSB/ce5arh+vWgbL/F1VVzFo+rq3eGf7ra4pvun4/B/aBwDKoY8lWF8ujo6tDavg0B3poH0FT5uiojfxrD4qELSX6R/NG0AIQHhWNYxYjy6Xra2LfhahY9Vb+uypifxrBw6IIC6clajnr1dMA1S9l0zaVsurp60SuHshkf/5yoqBhq1lRtWG1lZUZoaDgA1atnbLJvb2fNvXsPNWzduBFEteqVqVTJGF1dXbp3t+f0ac2ycNrNm779ugHQpUsnzp/3B1QnKh4/toO5Py7nyhXNbQLc3Hxo00a1P6KlZSvCwvK3B+bNG8FUq1aJiul6una3xd3NRyOMh5sP3/btAoBDlw5cOH8FgE7W32LytQUmX1uwccNOVq/cyNbNe/JlNzNhQfcwqmKEfgV9dHR1sHKwwN/7coHSsHKwxOfkX1sOnpMGSwfzAmuwdLDk3N/QcC/oHkaVjdBPfw4sOlvg730lX3GfxTzHpFl9ZHIZch059ZvX48mDgnWi/wgOp0hlQ3SNyyPp6lDKrg2vz2g+hzrlMrZHKNGuGX+mL33X0S+DlH6Ko6zkZxRvVJc/H0Xly27wrbtUrloB44qG6OrqYNfFBh+P8xphfDzO07W36vC0jp3bcvniNQCKFitKseJFAWhl3oxUhYIH4Y8L9LszNFTU0HDGwzebhm697dM1tFNriImKo2X6/nLFihfFtHF9Ht2PUMez79ohzyXp/3U/lCmrKjeGRvrY2FlxKhd/CB8UNj8UBg0iL7SNtnzwd9rOrq7e2foW164F8uRpDM2aNaBYMZUmS0szwsIekJiYTKmSJalRQ9WGa9u2DWFhDwqBhvv/ejv21ClPLC1V82Fq1KiKUqmkYkVjrdnX09PjzJkLWvVB4dFwUavlMfzeAw1bhaEPcevmbapWq0TFSqp+vmPXTni6aR786el2lp59HAGwd7TB74JKQ5kyX6gPdqpU2Ziq1SqpJy55eZyjVfoezq3NWxCepT+X3Q8Zfbuu3e1wy+IHNzcf+vRVzYh17NKRC+dVfYxKlYyRy+UAVKhgSI0aVYh8EsXTpzE0bmqqzhdzi5bZ+pQCQUHQ0ZLdzKdQpGX6nkaGpsxhFOSuNb/h/glSgTGA551gX3buOkRISDjz5k7h+o0gXF29+XXHQXbtdCIsxI/ExCT69FNtERoSEs7Roy7cDjpHqkLBuPE/kJamOixj/ITZuJ3ej1wmU6f5IRo3MuHoke18+UUp2newYPKM0Vi1dGD2tMXsP7YFmVzGoX0nCA97yJSZYwgKvIu3+zkO7jmG06al+N1wJykxmVFDVWcnJSe/YsuGXbj5HEKJkrPeF/HxUu1D8vPyDRw/vYuU1FSin8YycVTuy4AVCgUTJszhtOs+ZHIZu3YeIiQ0nLk/TuHGTZV/duw4yM4dawkJ8SPxZRL9+mdsoRp+7zIlS5ZAT0+XzvY22Nr2ITTsPj8t+YFevRwpXrwYjx5eY8eOAyxclPcp5mmKNLbM2cS8PQuQyWX4HPLmafgT+kzqy4Pb9wnwDmDwD0MoVrwo0zaqTupOiHnO4qGqE9uXHF2GcTVjin5WlO1Xd7JuqhO3LtzM0+6H9Gyas5EFexYik8vwPuTNk/An9J3Uj/u37xPgfZUhPwylaPGizNg4E4DnMc9ZOHRBnmkrFArGT5jN6SzlaO7cKdzIVDZ37nQiNL1s9s1UNo8cdSE4h7I5YeIcdu/6BT09XR49fsJ3300CYPHimdSsWQ1lWhqRT6IZPXpGNj2TJ/3IyVO7kcvl7N59mNDQ+8yeM5GbN2/jdvoMu3YeZtv21QTf9iUxMYmBA8YCMOL7AVStVokZM8cxY6ZqR4rO9v15/vwFc2YvZdv21Sxf/iMJCS8ZMWIq+UGhUDBt8nyOOe9ALpezb88RwkLvM3P2eAJv3sHdzYc9uw6zadsqbgT5kJiYxNBBE/KVdn5JU6ThNGcdy/f9hEwmw/2QJxHhkQyeMpB7QeH4e1+mlklNFm6bx+elPqdF++YMnjSAwW1VW0GUNy5POcNyBF0O/lsafpmzjmX7lqg1RIZHMmjKAO4FhXPZ+wq1TGoyf9tcPi9VghbtmzNwUn+Gth2u1vDVP6JhPUv3LkEml+FxyIvI8EgGTh5AeHCGhnlbf1RpaNecgZMG8F274Vw4fRHTliZs9d4MSiXXzl/nSpaByTxRpBEzbxOVdy1AkslIPOLNn/ef8NWEvvxx+z6vfQIoM6gzJdo2RalIQ5H0mqipawAoUr0CBrOGpi+/goStx/nzXtYtnHMxq1Awf8Yydh5Zj0wm4+j+U9y/94gJM77ndmAIPh4XOLzPmVUbFnI24CRJScmMH6aqB8qU/YKdR9aTlqYkPvYZk0fOUac7fe547Lt1oFjxovgFu3N4rzNOyzfnqmHejGXsOrIBmUzGkf0n0zWMTNdwnkP7nFm9YRFnA06SnPSKccNUz/aeXw+x3Gk+Hn5HkSSJowdOEhaierlQtFhRzMybMXtS3qcX/5f9sGHHSkp/WZrUlFTmTlvKq+TXwge5+KAw+aEwaBB5UTCmzl3KtVvBJCW9oq1jP0YN7U+3LIeeFBRt+eDvtJ1DQlV9i6CgsyhSFYwfP5u0tDSuXbvF8eNuBFz1IDU1lcDAu2zbtg+FQsHIkdM4dHAraWlpJCYmM3zEZK1rGDZ80r/ejt2x8yDbtq7i1i0fUt6lMGToBIoWLaJV+4XBB4VFgzbL4/jRmn3dj9WH2LbjZ1q1bkaZMl9w554fSxevZe/uI7nWTzOnLOTg8e3I5TIO7D3GvbAHTJs1lqBbd/B0P8f+PUdZt2U5V255kpSYzIghKh83b9WEabPGokhVoEhTMG3iPJISVRNoFs5dxbrNy1j40yxevHjJ+Dz6+VMmz+e4807kchl79xwlLPQ+s2ZP4NbN22o/bNm2iltBZ0lMTGLIoPEqDS0aM3HyCFJSUlGmpTF54lxevkjk5YtETjp7cOHSKVJTFQQH3WXnrwfz9N3/O2laXfhduJE+2n6HuRmUpMqAq1Kp/Cb9+87070ff3wOOAr8plcqV6WHuAHbAa+CmUqmslH7dApiiVCrt0r+vA64rlcqdeWiIABqnzwrNfH1eZrsfQkfPSOulqvxn+dvr7WPy/M3Hne2YFx3L575M/t9CUQgqGM+4QG1LQE9HV9sS0JNp631NBqalq+Qd6CMiy2kDt3+ZD2x9/K+xRlf75dHhVUzegT4ySi3XTznu9fwvo20fgPDDewqDH7SNyAcVYWFHtS2B2rW7a1sCT1/nfWjof51/uy8qKNxouw35mW5RrdoH0JNrvz/zVpHXUSQfn+TfHmr/n1UhZHGlvoW+0vwhcp9W8u6TOi1dqVS+AC6lH0S0Is8IWZAkaZwkSVGAMRAsSdK29Ov66dcnAbMlSYqSJKnkPypeIBAIBAKBQCAQCAQCgUAgEPyj/OuvBdJPK/8m0/dBud3LdD1z+D5ZbvtmujeGD6BUKp0Apxyux6Ea8BQIBAKBQCAQCAQCgUAgEAgKFWnaFlCI+aRmbgoEAoFAIBAIBAKBQCAQCAQCwXu0v6HDR0CSpBNA1o3vpiuVStfFBHAAACAASURBVE9t6BEIBAKBQCAQCAQCgUAgEAgE/zz/ycFNpVLZRdsaBAKBQCAQCAQCgUAgEAgEgn+CQn+akBYRy9IFAoFAIBAIBAKBQCAQCAQCwSeJGNwUCAQCgUAgEAgEAoFAIBAIBJ8k/8ll6f8vPPs9SdsSkMm0Oz5eVfa5Vu0DpBSCyeGGJcpoWwJvUv/UtgTql6ikbQncfxOrVfs1PzPUqv3CwtY07dcNgsKBhKRtCYUC4YfCgcgHFbVrd9e2BMLCjmpbAsUMW2tbgtaRSeKZAEhTar8/URjQdnn4TK+oVu0DKNLEedgCwV9BDG4KBAKBQCAQCAQCgUAgEAgEhRgx9J07Ylm6QCAQCAQCgUAgEAgEAoFAIPgkEYObAoFAIBAIBAKBQCAQCAQCgeCTRCxLFwgEAoFAIBAIBAKBQCAQCAoxaWKb4lwRMzcFAoFAIBAIBAKBQCAQCAQCwSeJGNwUCAQCgUAgEAgEAoFAIBAIBJ8kYlm6QCAQCAQCgUAgEAgEAoFAUIhJQ6ltCYUWMXOz4HQA7oWF+DFt6uhsN/X09Ni/byNhIX74+7lQqZKx+t70aWMIC/Hj7p0LWLc3V1+3sbbg7p0L5Jbmmp8XkvQyXP19wvjhBAed4+YNb64FeHIvzJ/QED+m5qJn376NhIb4cSmLnmnTxhAa4sedOxdon0lPqVIlOXhwC7dvnyc42JfmzRpppDlx4ghS3kVTpswX2exZt7fgdrAvIXcvMmXKqBz17N2zgZC7F7l44ZRaz5dflsbT8xAvEsJY8/NCjTheXoe5HexLwFUPAq56UK5cmWzp5kZtcxNm+qxmlu8a2o7snO2++dBOTPdeyVT3ZYzcN5svjMqq79nN6MM0zxVM81yBqV2LfNvMSh1zE+b4/Mxc37W0H+mQ7b7VUFt+8F7FTPfljM2iwWFGX37wWsnsM6vpPndQvm2aW7Xi7NVTnL/mysjxQ7Ld19PTZd225Zy/5oqz1z6MKxgCoKOjw6r1i/C8eAyfy86MmjAUAAPD8hx03obPZWe8Lx1n8PC+eWqwatuay9c9CLjlxbiJw3LUsHXHzwTc8sLD5zAVKhoBUKGiEU/igjh30ZlzF51Z8fN8dRxn191cvu6hvle27Jf59kkTi8bsPL+d3X476D26V7b79ZrVY5P7erwi3Glj21p93bSlCZs9N6o/7g9caWXTMt92zdu24tzVU1y4fppR44fm6If121dw4fppTnpn5IVjd1vczx9RfyISgqj7TS0AdHV1WPrzXHwDXDh75RQd7dsVyA87fLex6+IOeo/qmYMfvmGj2zo8H7vRupOZxr1hs4ay7cwWtp/dyuj5I/Nts7BpqG1uwiyf1cz2XUO7HOoFi6GdmOm9kunuyxid5ZnsPKMPM7xWMPPMKrrOHVggu22sWuJ95ThnA04yYtygbPf19HRx2raUswEnOea5C6MKBoAqv5c5zcPtwiFcfQ/SrFVGnbzj0DpcfQ/i7neEhStnIZN9+N96G6uWnLlygrMBJ/l+3OAPajjuuVutQUdHhxXrFuB+4TBe/sc06pVBw7/F/eIRPPyOMnhEn0/GD/+0hsmzRuMX5EZwhJ/wQT588F/2Q2HQ8KnlRWHwQUGYvWQ1bWx749jv+7+dVl79gL/St9i6ZRUxUUEE3vLRSGv+vKncvOHN9WteuJ/ej4FB+UKjITPW1hbcuX2ekBA/pk7JpX+zdwMhIX74XXTR6E94eR7m5Yt7rFmzSB2+WLGiODvv4nawL4G3fFi8aGa2NAuD/X86H4yNDTnjdYTbwb4EBZ5l7JiMduiPcyYR+fg61695cf2aFx07WBUaDRp5UQj6lhZtW3H+qgt+190YnUtbfsP2lfhdd8PFe7+6Ld+luy2e54+qP08SgtVt+ff8uu8Xzlw68UH7AJZtzbh47TT+Nz0YM+G7HDVs+nUV/jc9OH3mIMYVDdX36nxdExev/fhePsXZS84UKaIHwP6jmznjdxzfy6dYtnruB+votu3acP2mN7eCzjJx0ogc7OuxY5cTt4LO4nPuGBXT+3UNG9Xnor8LF/1d8Lvsip29tTpOqVIl2L13HdduehFww5MmTRvk6QeB4EOIwc2CIQfWAx3rmVjSq5cjderU0AgwZPC3JCYmU7uuGWuctvLTkh8AqFOnBj17OlDf1Apbu7784rQEmUyGTCbDae1i7Oz7kVOajRrWp3TpUho2AgPv0Kx5Rxo3scHIyIDQsPvUN7Gkdy56khKTqVPXjLVOW1mSSU+vng6YmFphl0kPwM+rF+DleY569cxp1Kg9oWH31ekZGxvSrm0bIiOjsjlHJpOxdu0iOjsMwMTUil49HahdW1PP4EG9SUpKou7XrXH6ZRuLF80C4O3bP5k/fyUzZizKli7AwEHjaNqsA02bdeD58xe55Y8Gkkyi24IhbBm0lGXtJ9OgcyvKVzfSCBMdEsFq+1ms6DidIPer2M9UDdrVtWyA8deVWdlpOmscZ2M13I4inxfLl92sGnouGMKGQT+xqP0kGnVuhX4WDU9DIlhuP5OfOk7jlvtVHNM1VGlYk6qNa7Gkw1QWW0+mkkk1ajSvm6dNmUzGwuWzGNhzJO1aOtK5a0dq1KqqEaZXv64kJ73CvIkd2zfuYcbcCQDYOlijp6eLTetu2Fr1ps/A7hhXMEShULDox1W0beGIo00/BgztlS3NrBqWrvqR3t2/o1VTW7p0s6NmrWoaYfoO6EFS0iuaNrBm04ad/Dh/ivpexOMnWLZ2xLK1I1MnztWI9/2wKep7CQkv8/THez3jFo1hZv8fGGI5DCsHCyrVqKgR5ln0M5ZPWomP81mN64H+QYywGckIm5FM6TWNt2/fcv38jXzbXbT8Bwb2HEXbFg507pZ7XrRpbMu2jXuYOW8iAM5HT9PRvAcdzXsw4ftZRD2JIeTOPQDGTh5OwvOXWDS1p20LB65cup5vPWMXjWbWgNkMtRqGpYMlFbP54TnLJ63irPM5jet1G9Xl68ZfM9z6e4a1G0Etk5qYNK+fL7uFSYMkk+ixYAibBy3lp/aTaZhDvRAVEsFK+1ks6zidQPerdE5/Jis3rEmVxrVY1mEaS62nUNGkGtXz8Uy+/93zlk1nSK+x2LTqhn3XDlSvWUUjTI++jiQnvcKqqQM7Nu1j+tzxAPTq3xWATm16MbD7SGYtmIQkqXYTHzt0OnYWvelo1oMvy3xBJ4fcB7plMhnzl81gcK8xmTRolseefR15lfQaq6YO/JpJQyeHdugV0aNjm550btuXbwd2w6iCATVrV6NX/650se6PrXkvrKzbULlqxZzMFyo/fAwNPp4X6GI9IFe7wgf/P34oDBo+pbwoDD4oKI6d2rNpdc5t1oKQVz8ACt63ANi9+zC2dtlfRK9ctZGGjdrTuIk1p93OMPuHiVrX8MMPE7L5ZO3aRdh37o+JiSW9ejlQJ2t/YnBvEpOSqVvXDCenrSxZnNGfmDd/BdNnaA5mAfz882bq1begSdMOtGjRGBsby1zzRBv2P0Y+pKamMnXafOrVt6CVmT0jRw7SSHOt01YaN7GmcRNr3D3OFgoNOeWFNvuWqrb8bPr3HIlli844dOuUrS3fO70tb9a4E1s37mHWvEkAnDh6Ghvz7tiYd2f89zN5+iRa3ZYH6GjXjje/v8nVdmYNS1bOpm/3EZg3s8exe6ds/apv+3cjOekVLRt2YMuGXcyeNxkAuVzOui3LmD5pPhYtOtPNbiApKakADB88iXZmXbFo0ZkyZb/A3tEmV/urVs+je9chNG1sQ7ce9tSqXV0jzICBPUhKSqaBiRUb1u9g/sLpAISGhGPR2pHWLe3p5jiYNU6LkMvlACxd/iNnvC/QpKE1rZrbEX7vQZ6+EAg+xCc1uClJUmlJkkZl+m4hSZJrAeKPkSTpgSRJSkmSyma63leSpOD0j78kSSa5JNEUeAA8SklJ4fDhk3S216wEOttbs2fPEQCOHTuNlaVZ+nUbDh8+ybt374iIeMrDhxE0bdKApk0a8PBhBI8fPyFrmjKZjGVL5zBjpmal7Hvenz/+eEvTJg148PAxX5QuRUpKCocOn8Q+ix77XPTY29twKAc9JUp8jplZM37dcQCAlJQUkpNfqdNbuXIeM2ctRqnMPh26SRNTzd9y5BT2md7OqPXsPQrA8eOnsbRsBcCbN3/g73+Nt3/+mYvrC05F0+okRMbx4ukzFCkKbrn48411Y40wDy6HkPL2HQCRt+5TWl81E7B8DSMeXg0lTZHGuz/+JDr0CXXMcysWuVPZtDoJkfFqDTdd/Klv3UQjzP3Ld9UaIm7dp7T++7eHSnSL6KKjq4OOni5yHTmvnifnadO04TdEPH7C08hoUlJScTnhQfuOmg2o9h0tOHbwFABup7xp1aaZyqJSSfHixZHL5RQtWoSUdym8fv0bz+ITuBMcCsDvv73hwf3HlDf4KlcNDRvVJ+JRJJERUaSkpOB8/DQdbdtqhOnYyYpD+1VvKl2cPWlt/tdnx+ZFbdNaREfEEPskjtSUVM6dPE9La83Zl/FR8TwKfYwyLfep/m1sWxNw7jp/vs1fOTVtVI+Ix094Ehmlyovj7lhnyQvrTpYcfZ8XJzPyIjMO3Tpy8pib+nvPvl1Yv2YboMqzxJdJ+dJTy7QWMZn84HvKl1bWmn6Pj4rncdhj0pRpGteVSiV6RfTQ0dNBV08Xua4OiQmJ+bJbmDRUMq3O80z1wk0Xf+p9oF6IyFQv5PRMvn6eP9+bNPyGyMdR6ufS9YQn7TpaaIRp19GC4wdV/9LcT/nQorWqrqheqyr+FwMAeJGQyKvk19QzVQ2q/vbb74BqZqWuni45VM1ZNDzV0NA+Bw3HDrqkazhDy9ZNVb9cCcWLF82oG1JS+O3171SrWYXAG7d5+8dbFAoFV/1vYG2bc4excPnhn9cQeOM2z+MTcjcsfPB/44fCoOFTyovC4IOC0ti0HqVKlvjb6XyoH/CegvYtAC76XeVlYvb/T69f/6b++7PPiqNUKguFhsxk608cPplzf+K9nuOnsUzXo+5PZGmn/fHHW86f9wdUfZtbgXcwMjLIpk2b9j9GPsTFPeNW4B1A9TyGhd3HyFA/x99dWDRkpjD0LbO25U8ed8e6o+YMU+tOVhw5eBKA0ye9MMuxLd+Jk8fc1d+Lf1aMYaMGsHbV5jw1NGhUj4hH7zWkcPKYOzadNDV06GTF4QPOALie9KK1eXNAtZov9E64elA1MTGZtDRV+/q311nr6Jwr6UaNTXj0KJKIiKekpKRw/KgrtraaL6s62bZj/77jADifcMfcQtW2/yO9fQhQtGgRtY0SJT6nVasm7N51GHg/5vA6T18IQPkJfLTFJzW4CZQGss9Hzz+XgHZAZJbrjwFzpVJZH1gIbMklvhHw9P2XqOhYDLNUzoZG+jyNigFAoVCQnPyKMmW+wNAw47o6rpG+RvisaY4eNRgXVy/i4p7lKMbQSJ9SJUvi4ama3RQdHZvtn0VueowM9YnKZDc6XU/VqpVISHjB9m0/cy3Ak82bVlC8uGrGop1de2KiYwkODslZT5bfmKOeTHYVCgWvXr3OcXl7VrZuWUXAVQ9mzhyfZ9j3lC7/JUkxGW/ikmNfUqp87suYm/W0JNQ3EICY0Cf8j73zDovi+OPwu3eAsSeWSFOxd0UFKyqgYgHEbmJPYoolGntJbIkxiTGJsfdurLEioBRRsdJREFAjKs0KGmPl2N8fBwfHHcWCR36ZNw9PvN2Z/X72O2V3ZqfUs7fG+B0TSr5Xmlqt6/OuWcGnw2dStlI5UrJpSEm6R9lKud9v6/4ORGVouBZymctnIvk+cBXzz6/i0olwbl1NyNemqVklkhJuaX4nJd7CNEdHpKlZJRIT1WFUKhV/P3zEe+XexeOgN48fPyYwypcz4UdZvWwTD1IfasW1rGxOg0Z1CQu+kKsGM/NKJCQka34nJtzSmXZkalaJhIQkjYaHD/+mXDm1b6pUtcTv5D4OHN5Cq9bayyIsXjafYyf3M2FywauCCmYVuJN0R/P7TvIdKrxCejr0sOdYjtGEeWFq9j6J2fyQlHiLSjp+yAqTPS2y49qrKwf2ql+IymQ0pibNGMPhYztZseEXKhRwqYYKpuW5nZjND0l3KW9aIY8YWVwKuUTYmXB2BW1nV/B2go4Hc+PKzfwjFjENZXPUC6n51AutstULcSGXuXwmim8DV/Ld+ZVEn4jg1tXEXONmp5JZRZISs/JCcuJtnQ8EpmYVSdKTF6IjY+nUtQNKpRLLKuY0bFIPM4usfLRh1zLOR/vwz6N/8Dzok6sGU7P3SUrUrhsqmVXMofN9vRo8D/rw+PFTzkZ6ExDmyZplm3mQ+pDYS1dp0boZ775XlneKv4N9JzvM8mi0FAU/FKaGgiB88N/wQ1HQUFAM7Yei4ANDkVc7QF+YgrQt8uO7b6dy7WogH37Yizlzfza4hrlzF2qdszA3I/5mkuZ3QkIy5jk6AtXtmKx3yAcPHxaoPQHq5becnTtx7Jj+5QoMZb+w06FqVUusmzTk3PlQzbFRIz8iJNibNat/4d13yxYJDVq2ikDb0izbexFAcuItzHTqJ+13p4e5vstnDVSYPONLVi/bxJPHT/PVqm4zZW9PJOtv22lp+Jty5d6lRs2qyMhs/3M1R4/vYdRY7eXKtv+5mgtXTvLo739wP3BUr31z80okxGuXCTNz7XrWzNxUE0alUvHwwd+Uy0iH5jZNOBvoyelzHowfNxOVSoWVVWXu3r3P8pULOHnqIEuWztf0OQgEr8pb79yUJMlKkqRoSZLWSpJ0UZKkbZIkdZIk6ZQkSZclSWohSdIcSZLWS5LkL0nSX5Ikjc2I/iNQQ5KkMEmSfs44VkqSpD0Z19wmZc5F0YMsy6GyLMfpOX5aluXM4T9nAcucYTLl64mb8/702M3tuJzrcTOzSvTt48LSZetzkQLt2rWkQoVy/PLLijemx0ippGnTRqxatRnbFl3455/HTJkyhuLF32H6tLHMyfECkr+tnHp04+X2lSiT4cPH0tymM44d+2DXtgWDBvXJM3yWMT3Hcvsi1dOOyo2r47daPWIp5mQEUcdCGbf3W4Ys/pK4kMukq9L1xs1Tgt4b1h/WtqcdVRrXwHe1ehRfhaqVqFTTgm9ajeTrVl9Qu01DarSoVwCjekwWMB2smzUkXZVOiwadsGvWjU9HD6Ny1awpuyVKFmflxl/59usFmq99eiUUKC/oD3Mr+TZNGzjg2K4XM7/+kZVrf6FU6ZKAekp6hzY9cOk2iFZtmtP/A901TAtKfvkuJ+XeL0e1ulYEHi/YFHB4PT9kYt28EU+ePCX2knqqhtJIibmFKUHnQnF2GEBwYDjffDvxlfXkOaQoG+ZW5lStWZkPWgxigO1AmrZpQqOWDQsUtyhp0PuEyMW+TU87qjSujm9GvaAuk+bMbjWKWa1GUqtNA2q0qFtAuwW471zywu5tB0hOus1+n6188/0kQs6Ha76CA3zUfzStGjhhYmKiGc2kX0RBJOjX0KRZA9JVKlo3dKJDc2dGjBpC5aoWXL18jVWLN7L5zxVs3LWM6MhYVKq03CUUAT8UpoaCIHxQ+BqKgh+KgoaCYmg/FAUfGIpXf08oWFx9zJz1E9Vq2LJ9+z5Gj/rI4BpGjdRe/7kgbYVXtatUKtmyZRnLlq3n2rUbesMYyn5hpkPJkiXYtXMNEybN1oycXblqM7XrtqG5jRPJybf5ecGsIqEhf1tvuW35Bt7lmzZvxNMnT4jJeJev37AOVtWq4HXYVyeefgl6rl+QMLKMUmlEi1bNGP3pFNy6DqabSyfs2rfShPmwz2dY1+lAsWImekec5n7tnGF042X6IDgonFa23XDo0IsJE7+gWDETjIyMaGLdgHVrt9GubQ/+efyE8RNffw1jwX8bQ43crAn8DjQG6gIDATtgEjAjI0xdoAvqqeCzJUkyBqYBV2VZtpZleXJGuKbAV0B9oDrQ9jW1fQJ46jsxevTo5gEBAf0kSQpKT/8HSwszkpJuaYVJiE+isqV6AV+lUknZsmW4fz+FhISs44A6buItrfCa40m3aGrdkBo1rIi5dIorsWcpUaI40VFZX/g6OrbDxdmJqKgYnj9XT5+0sDAjsYB64hOSsMxm1yJDT3xCEvHxSZwPVH9R+3PvYZpaN6JGDSusrKoQHOTN5dizWFqacf7cESpVyhr1k/Me9epJSNbYVSqVlClTmvv5TKlNzPia/+jRP+zYuR9bG+s8w2eSmnyfd82zRrSVNSvHg9u6U1hrt21I5zG9WDfiZ1TPsxrlPsv2s7D7NFYOmQ+SxJ1rSTpx89dwj/eyaXjPrLxeDXXaNqLLmN6sGrGAtAwNTbq0IC70Ms8fP+P542dE+odRrWktnbg5SU68pTVqwcy8EreS72iFSUq8hXnGFzelUknpMqVITXmAW9/u+PudIi0tjXt37xN8LpTG1g0A9ZSFlRt/Zf+ew3i55/0wTkxIxiLb11pzi0o6I5CTEpM1U3Iy80JKSirPn78gJWMaU0RYJHHXblCjpnrtreQk9TX+efQPe3e706x5wdZbvJt0l4rZRqhVNK3IveSCrdeZib1rewK8TqNKK3ijKSnxltZXazPzStzW8UNWmOxpkUmP3tpT0lPup/L4n8eaNDh84AgNmxSg0xv1KMn3zbP5wawC924VbA1buy5tiAqN5unjpzx9/JTzx4Ko17RgdouShpz1wrv51AtrstULjbvYEhd6RVMmL/mHUbUAZRLUI5Gyj2g0NX9fp1wmJ97GTE9eUKlUfP/NL7g6fMgXQyZQpmxp4q5qN4qeP3uOr9dxnamcuhq064bbOhpu6dXQo083jvuezqgbUgg+F6aZ+rlr2356OA7kA9dPSE15oKOtaPqh8DTkh/DBf8cPRUFDQTC0H4qCDwxFbu2A3MIUpG1RULbv2EevXt2LgIZuWsfiE5KwrJw1UtLCwlRrZK8mjGXWO2TZMmXybU8ArFj+E1euXGPJknW5hjGU/cJKByMjI3bvXMP27fvYvz+riXv79l3S09ORZZm167Zha2tdJDRo2SoCbcukbO9FAKbmlUjW067KXj+V0fMuvz/blPTmttY0alKfM2FH2Oe5meo1rNh9cEMeGrTbVWbmptxK0m1XmWtpKE1KygOSEpM5cyqQ+/dTefLkKX7eJ2jURHu9+GfPnnPE85jOVPdMEhKSsbDULhPJOdIhMVsYpVJJmbKldZbNio25yj+Pn1C/fh0SEpJISEgmOCgcgAP7PWnSpEGuPhBkkf4v+DMUhurcvCbL8gVZltOBSMBXVnftXwCsMsIclmX5mSzLd4HbQG5zTM7Lshyfca2wbPFfGkmSHFB3bk7Vd37ZsmXf2NnZ3ZNluV+xYu/Sv78bh9y1h28fcj/KkCH9AOjTx5lj/qc0x/v3d8PExAQrq8rUrFmN84GhBAaFUbNmNaysKmNsbKy5poenL5ZVmlKzditq1m7F48dPqFtfvaaJtXUDli/7ERfXwVSpYqmJO6C/G+459Ljnosfd/SgD9Oi5desO8fGJ1K6tXqTY0dGOS5diuXgxGgvLJtSq3YpatVsRH59Ei5ZduHUrq3IPCgqnZk2rrHvp1wN3d+8cerwZMrgvAL17O+OfoSc3lEqlZmqBkZER3bt1JDIyJs84mdwMv0pFK1PKWVZEaaykqWsbIr21N4KxaGBFv/mfsnbEzzy6lzX9WlJIlHi3FABmdatgXrcKMScjCmQ3O9czNJTP0NDMtQ0R3toj/ywbWPHB/BGsGrFAS0NK4l1qtqyPQqlAYaSkVst6JF/R3cgpJ+GhkVSrXpXKVSwwNjbCtVdXvD39tcL4ePnT5wP1LtHde3TWrFeVEJ+kWWOveIniNLVpzNXL1wBYsHguV2KvsXbFlnw1hIZcoFoNK6pUtcTY2JievZ3x8tBeJNzLw48BA3sB4NqzCwEnzgJQvvx7msXoq1pZUr2GFdfjbqJUKjXT1o2MjHDqas+lS5cpCNHhMVhUs8C0silGxkY4uHXgtPeZAsXNxMHNgWMHCj4lHSA85KJ2WvTuhreXv1YYb09/+mamhVtWWoD6S6mzmxOH9nppxfE5cpzWduoRMG3bt+JyzF8F0hMTHoOFlQWmlSthZGyEfQ97TnufLVDc24l3aNKyMQqlAqWRksatGnHjyss3IA2t4UaOeqGZaxsu6qkXBuipF1IS71GzZT1NmazZsj63ruS/VARARGgkVtUrY1nFHGNjI1x6dcHX67hWGF+v4/T+wAWAbj06cuZkIADvFH+H4iXeAaBth5akqVRcib1GiZLFqVhJPaVfqVRi39mOvy7H5aOhipYGnxz50dfrOH0+cM3Q0EmjITE+mTYZo66Kl3gHa5vGGlvlK6jLpbmFKV1cHDmYI78WTT+8WQ0vg/DB/7cfioKGl8XQfigKPjAUubUDsvOybYu8qFkza6MmVxcnYmKuFgkN2VG3J7T16G1PZOopQHsC1Lu0ly1bhokTZ+cZzlD2Cysd1qz+hUvRV1j0u/aqa6amWdOae7p1IzIypkhoyE5RaFuq3+WraN7l3Xp3w9tLuz3g7XmMfhmzyZzdnDh18pzmnCRJuLg5cXBvVufmlg07sWngSGvrLvTqNpS/rsbRr4f2CObshIVcpFqNqlSuaoGxsTFufbpxxFNbwxHPY/T/sCcALm5OBJxQa/D3PUX9BnUoXly9bnqrtrbExlyhRMkSvJ+tju7YuT1XLuuvO0OCI6hRw4qqGe263n1d8PDQHuji4eHLwEHqDd569urGiePqdlbVqpaaDYQqVzanVq1qXL8Rz+3bd0lISKJmLXV90MG+DTHRYkMhwethZCC72Vf2Tc/2O50sTdnDqMhda0HD5YkkSY2BtUA3WZZzG0aUBowBjlyM8Gfjpp1ERcUyZ/YkgoLDcXf3Zv2GHWzauJjoqABSUlIZOFi9LmBUVCx79hziQvgxb5Q3NAAAIABJREFU0lQqxo77WrOY77ivvsHj8B8oFQrNNfPipx9mUqpUSbZtXQ5AaIgvt27d0cSdPXsSwdn0bNy4mEsZegZl07N7zyEi9Oj5avxMNm9agomJMX9du8GIERMK5EOVSsVXX83E/dBWlEolGzft5NKlWGbNmkhIcATuh73ZsHEHG9YvIiryJPfvpzJk6GhN/JiY05QpXRoTE2NcXbvg7DKIGzficT+0FWNjY5RKBX5+Aaxb/0eB9KSr0vlz1gY+3zwDhVLBuV3HSL4cT9fx/bh54S8ifYLpMX0QxUoUY/hy9U6NKQl3WffpQpTGRny5ew4ATx89Yev4pa80LT1dlc6uWesZvXkGklLB2V3+JF+Ox3l8P25c+IsLPsH0nD6YYiXe4ZPl4zUaVn36M6EeZ6ndpiEzjixElmUuHQ/jom9IvjZVKhWzps5n8+4VKJVKdv2xn8sxV5kwbRQRYVH4ePmzc+s+flsxn+OB7qSmPmDMiCkAbF63g4VLvsP71F4kSWL3HweIjrqMTcum9BngyqXIWDz81Qs//zxvMcd89K9XpFKpmD7pW3btXYtCqWT71j+Jib7C1BljCQu9yBFPP7Zt2cPy1T9zPvQoKSkP+Oxj9f23bmvL1BljSUtTkZ6uYtL42aSmPKBEieLs2rcWIyN1Xjjhf4YtG3cVOB2WzFzKT9vUOzd67jzC9djrDJ80lJjwWM54n6VOk9rMXTubUmVL07pzK4ZNGMInHT8DoJJlJd43r0j4mZfr4FapVMycMp8te1aiVCrZuW0fsdFXmTB9NBdCI/H28mfn1r0sWvkDJ4IOk5qSlRYALds0JykxmRvXtTu1f5jzG4tW/sDs+VO5f/c+E8fMfAk/LOPHrfNRKBV47TzK9djrDJs4lNiILD/MWTNL7YdOrRg2YSgjOn3GicMnsW7ThDXeq0CWCTwexFmfc/kbLWIaMuuFkRn1wtmMeqFbRr1w0ScYNz31wtpPFxLmcZZabRow9cjPIMtcOh5OZAHKJKjzwtxpP7Fx9zIUCgV7/jjI5Zi/+GraF1wIi8LX6wS7tu3nl+Xf4Xf+AKmpDxj36XRA3Xm4cfcy0tNlbiXdZuJIdXoXL1Gc1Vt/w8TERH0vJwP5Y+OePDXMmfYTm3YvR6FQsPuPAxkaRmZoOM7Obfv5dfk8/M4f4EHqQ8Z+Og2ALet3smDxXLwC9iBJEnu2q+sGgOUbFvJuuXdJe5HG7Ck/8jCPBeGLih/etAaAqbPH4dqnK8VLvENAhCe7tu5n8QLdjQKED/6//VAUNPzb0qIo+OBlmTz7RwJDI0hNfUjHnoMZ9ckQ+rjq32k4L1Qqld52wOu2LbZuWUaH9q2pUKEccX8FMffbhWzYuIP530+ndu0apKenc+NGAqNGTzO4hjFjpuv45KuvZnLYfRsKpYJNG3cSdSmW2bMmERyi1rNhww42bvidqKgAUu6nMnhI1jrssTFnKFNG3Z7o4doFZ+eBPPz7EdOnjyM6+jLnz6k/wC1fsZENGRuoFgX7hZEObdvYMmRwXyIuRBEUqO6knDnzRzy9/Pjxh29o0qQ+sixz/Xo8I0dNLRIa9KWFIduWme/y2/asQpHtXX7S9NGEZ7zL79i6l99X/kBAkAepKQ8YNWKyJn6rNjYkJd7SeZd/GVQqFTMmf8/2P9egVCrYsXUfsdFXmDxjDOGhkRz1PMb2LX+yZNVPnA7xIjUllS8+ngTAgwcPWbVsE55+u5BlGV/vE/gePUGFiuXZtH0ZJsVMUCqUBJw8x+b1O3O1P2niXPbu34hSqWDrlj1EX7rMjG++IjTkAp4evmzZtIvVa38hNNyPlJRUPh6uXsu0VWsbxk/8nBcv0pDT05k4fjb376lnTE2ZOJe1637D2MSYuGs3GT1yil77AkFBkV523bnXNihJVoC7LMsNM35vzPi9J/McsAd4JMvywowwFwEX4G8gRJblqhnH7YFJsiy7ZPxeCgTJsrwxHw1xgE3GqFAkSaoC+AFDZVk+XZD7MDKxMORGUID+JSXfNpkj7AzFKNPXXYXg9Xlh0D3B1Bz6+5KhJfA47c3tdP+qNC5d1dASuPz45ZcveJPULmmef6D/AA2UBVvYvzBxf5T3h6q3gWzg+kkqEk8qgUAg0CU6OvdO57dFcfN2hpZgcBS5b5fwnyL9LbfJiypKA7ctK5Yom3+gQkaVbsiJvWqKQrvuwaOronLQw3SrgUW+svgh7g+DpN2/arf0jBGVpzI2Ivo53wg5kCRprCRJ8ag3DIqQJGltxqlZQHlgecZmRQXfMUQgEAgEAoFAIBAIBAKBQCAoRNKRi/yfoXjr09IzditvmO338NzOZTuePfzAHKf9s50bk4/txcBiPcdHACPykS4QCAQCgUAgEAgEAoFAIBAIihD/qpGbAoFAIBAIBAKBQCAQCAQCgUCQiaE2FCpUJEnaB1TLcXiqLMtHDKFHIBAIBAKBQCAQCAQCgUAgeFWK/IKbBuT/snNTluVehtYgEAgEAoFAIBAIBAKBQCAQCAoXMS1dIBAIBAKBQCAQCAQCgUAgEPwr+b8cuSkQCAQCgUAgEAgEAoFAIBD8v5BuaAFFGNG5+S+mUqn3DC2B4CblDWq/+rmzBrUPkC4bfuWLF6o0Q0tAIUmGlsBFbhhaAilPHxnUfuKj+wa1D0UjLxwvAuVSoTD85AhVumFfgZRFwAfpBvYBFI31kYpCuZSKgAZDI/KjmqKQH4ubtzO0BJ4knjS0BDpbf2ZoCQJBkSH6UYKhJfC8CLTrjBVKQ0sQCF4aw7c6BAKBQCAQCAQCgUAgEAgEAoHgFRAjNwUCgUAgEAgEAoFAIBAIBIIiTHqRmH9RNBEjNwUCgUAgEAgEAoFAIBAIBALBvxLRuSkQCAQCgUAgEAgEAoFAIBAI/pWIaekCgUAgEAgEAoFAIBAIBAJBEUZMSs8dMXJTIBAIBAKBQCAQCAQCgUAgEPwrEZ2bAoFAIBAIBAKBQCAQCAQCgeBfiejcfA26ONkTefEE0VEBTJk8Wue8iYkJf2xbQXRUAKcDDlG1qqXm3NQpY4iOCiDy4gmcOncAoFixYpw55U5wkDfhYX7MnjVRE371qoUEB3kTEuzNzh2rKVmyRJ7a7Du25fi5QwQEeTB63Cd6tBmzfN1CAoI8OOT9B5aVzQHo1deZI8f3aP5u3I2gfsM6r+QfLXu2LSi/aQvlt26jxIcD9YYpZu9A+Q2bKL9hI2W+mfnKtjp37kBomC8RF/yZOHGkrhYTEzZtXkrEBX/8j++nShV1ujg62hFw6hDnz3sRcOoQHTq01sQxNjZmydL5hIX7ERLqi5tb13w1hIf7cfHicSZN0q9hy5alXLx4nBMntDWcOuVOYOARTp1yp0OHNpo4Bw5s4tw5T4KDvVm8+HsUCoXGzpvKg5B3vv7u26lERZ7kQoQ/Y0Z/DECZMqXZv28jQYFHCQv1ZejQ/jo6nJzsuXjhOFFRAUyepF/ntq3LiYoKIOBkls5y5d7l6JFd3L8Xw6JF8/L0uT4cOtpxKsiTs6FH+HL8p3rsGrN6w6+cDT2Cp+9OKlexAKByFQviksPwPbkP35P7WPDbHE2cXn2c8T99kGOnDrD9zzWUK/dunhpe9d4BpkweTVRUABcvHKdztjQaM+YTQkN8CAv15csvdcs3vN36ycG+LefPeREW6sv6dYtQKpVFwg9OTvZcvHiCS1EBTM7FB9u2reBSVACncvhgypQxXIoK4OLFExqbxYoV43SGD8LC/JiVzQf2GT4IzcsHne25EOFPVORJJk0apVfP1i3LiYo8yckTB7XKwZEjO7l3N5pFv32nFefo0V1ciPDn/Dkvzp/zomLF8jrXfdN5wdLSHJ+ju7kQ4U94mB9fjsny/R/bVhAUeJSgwKNciT3L+XNeb8UPhw5uIfD8EUJDfFi6ZD4Khe7rzZvODwCXY88SGuJDUOBRzp7x0Lnm+PGf8+J5AuXLv/fG0wFgzepfSIwPJyzUV+tac+dMJiTYm6DAo3ge/gMzs0pZPnjD5XDs2BGEhfoSGuLDls1LKVasGAAODm05d9aTwPNHOOa3lxo1rHTsGapMFLYGkR//PfmxKPjhVflm/q+0d/6AnoO/eK3r5EULe1s2H9/AtoBNDBz9gc75xi0bsdpzBb5xR+jg3E5z3LpNE9YeWan5O3rFA7subXTiCw3/Dvv/dQ0OHe0ICPTgTIgXY74aoXPexMSYVet/5UyIFx4+O6hcxVxzrl6D2rgf3c7xM4c4duoAxYqZADDtm3EEX/TjanxQgTR07NSOcyFHCArzYdyEz/RoMGHdxkUEhfng7bdH06bJxMLSjBtJYYwZm/XOFnbxGAFn3Tl+6iC+x/fmad+xUzvOBntxPsybseP12Tdm7YZFnA/z5ojfbr324xJDGf2luv1Ys2Y1jgUc0Pxdiw/h81HDCuQLgSA3ROfmK6JQKFj8+/e4uA6mURMHBgzoSb16tbTCfPzRh6SkPKBufTsWLV7DD/O/BqBevVr07+9GY2tHnF0GsWSx+sX32bNndHLqT3ObzjS3caKLkz0tWzQDYOKkOTS36Uyz5p25eSOB0aM+ylPbvAXfMKT/SBxa98CtT3dq1amuFeaDwb15kPoQO5vurFmxhRlzJgCwb89hunToS5cOfRn3xXRu3kgg6mLM6zqL0uO+InXaFO4NH8Y7HTuirFpVK4jSwoKSAwdx/8vR3PtoOH8vXfKKphT8+tu39Oo5nObNOtOvXw/q1q2pFWbY8P6kpj6gcSN7li5Zx3fzpgFw714Kfft+QosWXfns04msXfebJs6UqWO4c+ce1k0cad6sEwEB5/LUsGjRd7i5DaNp004ZGrTzxvDhA0hJeUDDhh1YsmQd33+fXcPH2Np24dNPJ7B+fZaGwYNH07JlN5o370zFiuXp29dFY+dN5cG88vWwof2xtDSnQcP2NGpsz85dBwAYNXI4ly7FYmPrRKfO/Vjw0yyMjY21/PH77/Nw7TGEJk0cGDDAjXo5/PHRRx+QkvqA+vXtWLx4DfO/nwHA06fPmDP3Z6ZO0244FgSFQsGPv8xiYN9PadfChV59nKldp4ZWmIFD+5Ka+pBWTbuwavkmZs7N6qy6fu0GHdv1omO7XkwZPwcApVLJvJ9m0NtlKA5t3YiKjOHjzwbnqeFV771eXXUaWVs74uI6WNOh3aB+HT75+EPatHWhuY0T3bt3ombNajp231b9JEkS69ctYtDgUVg37ciNG/EMGdLP4H7I9IGr62AaN3Hgg1x8kJrygHr17fh98RrmZ/PBgP5uNLF2xCWHDzpn+MAmFx80bdqR6zfiGZqLD3q4DaWJtSMD+rvp1AsfDf+A1NRU6jdox+Ila/l+XlY5mDt3IdOm6e/gHzZ8LC1adqVFy67cuXOv0PNCWloak6fMpVFje9rauTJy5HDNNQcOGomNrRM2tk7s2+fB/gOeb8UPAweNxLZFF5o260SFCuXp08dFrx/eZH7IpFPnftjYOtGqdXet61lamtOpY3uuX48vlHQA2Lx5F84ug3T8sfCXFTRr3hkbWycOe/jwzdfjC6UcmpubMnr0x7Rq7UzTZp1QKpX0798DgKVLfmDY8C+xbdGFHTv3M33aWJ00MUSZeBsaRH7Upqjmx6Lgh9ehZ/fOrPz15T/8FhSFQsG4eV8ydcgMhjl8gqObA1VrVdEKczvhNj9OWIDPfj+t42GnwxnR5QtGdPmC8QMm8/TpUwKPBwsNr6DB0Pb/6xoUCgU/LJzJwL6f0b6lK7366mlPDOlLauoDWjfryqrlm/lmziRA3W5YtnoBUybMoUNrV3q7DOPFizQAjnr5063jgAJrWPDLHPr3HkFr22706etCnTra7dvBGW0aG+tOrFi2gTnfTtY6P//Hr/H1PqFz7R7OQ+jQtgcdO/TO0/5Pv8xmQJ9PaWvbnd59XXR8MGhoP1JTH9DCujMrl21k9lxt+/N+mKFl/8qVazjYueFg50bH9r14/OQJhw95F8gf/3XS/wV/hqLIdW5KkuQvSZJNPmGGS5K09A3aLCZJ0k5Jkq5IknROkiSr/OK0sG3K1atxXLt2gxcvXrBr1wF6uHbRCtPD1YktW3YD8Oefh3F0sMs43oVduw7w/Plz4uJucvVqHC1smwLwzz+PATA2NsLI2BhZVi8Z+/ffjzTXfaf4O5rj+rBu3oi4aze4cT2eFy/SOLDXE6dujlphnLo7snuHunPq8IGj2LVvqXMdtz7dOfCnp87xl8W4bj1UiQmokpIgLY2nfn4Ua2unFaa4iytP9u9DfqS+Tzk19ZVs2dhY89fV68TF3eTFixfs2XMIFxcnrTAuzk5s2/onAPv2eWBvr/5yFx4eSXLSbQCiomIpVqwYJibqr2tDh/Zj4c/L1dpkmXv3UnLVYGtrzdWrcRoNu3cfwsWls7YGl85s26bWsHevB/b2bTUaknLRkJkHjIyMMDY2pnr1qlp23kQezCtff/H5UOZ9/5sm72U2GGVZplSpUgCUKlWS+ymppKWl6fgj+zVdXbXTxDW7zr2HccjQ+fjxE06fDuTp02e5+js3mjVvzLW/bnA9Lp4XL16wf68HXZ07aoXp2r0ju/7YD8Ch/UewyzZaVx+SJIEkUSJj5HTp0qW4lXw71/Cvc++urk46aWRra03dujU5dy6UJ0+eolKpOHnirM5I4rdZP5Uv/x7Pnj3j8uW/APDxOUGvXtqNakP4IacPdu46gGsOH7jm4gNX1y7sLIAPjF/HB7sP6vfB1j0A7N17GAcHdb2gKQfPXr4cFEZeSE6+TWjYRQAePfqH6OjLWJib6tju29eVXTsPvBU/ZK8fTUyMdZ6RhZUf8mLhwjlMn/E9sizTrGmjQimTJwPOcT9F93mZ/Z2hZMkSyLJcKOUQwEhpRPHi76BUKileojhJSbcA9bOhdOnSAJQtU1pzPBNDlYm3oUHkR/3+gKKVHwvrWfkyfngdbKwbUbZM6de6Rl7Uta5DQlwiSTeSSHuRht8Bf9o6tdUKkxx/i78uXUNOz70528G5PeeOBfLsFd7lhAbD2/+va2ia0Z5Qt6tfsP9PD7p0125Xd+nuyK7t6vcd9wNHsOvQCgB7x7ZEXYzRDBRKSUklPUNbSFA4t2/dKZCG5jaNufbXda5ntPn2/nmYbi7abZruzp3Y8Yd69OWB/V60t89q03R36URc3E2iL10ukL2cNMthf9+fh+nm3EkrTDfnjuzYvg+Ag/u9aJfNfjfnTlyPu0lM9BW9129v35q4azeIv5n4SvoEgkyKXOemgfgESJFluSbwG/BTfhHMLUy5GZ9VAOMTkjDP0bjLHkalUvHgwUPKl38Pc3M9cS3UcRUKBUGBR0lKiMDX9wTnA0M14dau+ZWEm2HUrVOTpcvW56rNzOx9khKSNb+TE29hZva+VhjTbGFUKhUPHz7ivRzTa117deXAXt1pTS+LokIF0m9ndQCl37mDskIFrTBKS0uUlSvz3pKlvLdsOSa2LV7Jlrl5JeITsnybkJCEmXmlXMOo7/1vypd/TytMz57diAiP5Pnz55QtWwaAWbMmcuq0O1u2LuP997X1a1/flPj4JC0NFhamesLkraFXr+6EZ2jI5ODBzdy4EcKjR/8QG/uXlp03kQfzytfVq1vRv18Pzp7xwP3gFs0ouWXLN1Cvbi2uxwUTEuzDxImztF7YLczNiL+Z3R/JmFuYaem0yOYzlUrFg4cPdfzxspiaVyIxIctuYkIypjmmgJmZvU9CQpbdvx/+rZlmXqWqJT4n97Lv8BZatm4OQFpaGlMnzMX/9EEiYk5Qu04Ntm3ek6uG17l3cwsz7XwUn4yFuRmRUTG0a9eScuXepXjxd+ja1RFLS3Ota77N+unu3fsYGxvTvFljAHr3dqZyDj2G8IO5RVYZU9tM0umAy80HFua6cXP6IDEhAp9cfNCntzOVK+dIkxx+1aunAPWCPtas/oXz57yYPn2czrnCyguZVK1qiXWThpw7H6p1vJ1dS27dvsOVq3E691hYfnA/tJX4m6H8/egf9u49rHOPhZEfZFnG02M75856MuKTrJFaLi6dSUxIIiIiCgBT0/cLNR308d23U7l2NZAPP+zFnLk/F0o5TExM5rdFq7h65Rw3rofw8MHf+PioR2Z8/sVkDh7YzF9XAxk0qA8Lfl6mfb8GKhNvS4PIj9oUxfxY2PVjQfxQlKloVoE7SVnv73eS71DRLO9lHvTh2MMevxwj6YSGf4/9/7oGM7P3SczWrk5KvKWzpISZWVabI3t7onpNK2Rg+59rOHr8T0aP1b+UVP4aTDXtFVC3aXQ0mFciIT5b2/7BI8qVf48SJYozbvxnLPhBd1akLMv8uX8Dfif2Meyj3EeRmplVIjE+yweJick67Wszs0okZKuvHz78m3Ll1PbHjv+Un3/MfVxarz7O7N1zONfzAkFBee3OTUmSpkiSNDbj379JkuSX8e+OkiRtlSTJSZKkM5IkhUiStFuSpFIZ55tLknRckqRgSZKOSJJkluO6CkmSNkmSNC/j90eSJMVKknQcaJstnGvGaMtQSZJ8JEmqlBH3siRJFbNd64okSbn1SLkBmzL+vQfoKEmSlM996xzL+QVWf5i846anp2Nj60TVajbY2jSlQYOs9S5HfDqBylWbcSn6Mv379chL3CtqywrTtHkjnj55Qswl/V9YXgp9rszxsVpSKlFaWJLy1TgefPctZSZPRipZ6hVM5X/v+fmnXr1afDdvGl9+qZ7+ZGSkxNLSnDNngmjbxoXz50KYP39GHhp0j72s/+vVq8W8edMYM2a6VpgePYZSrZotxYqZ0FDPWqivmwfz0lWsmAlPnz6jVevurF3/B2tX/wKo18wKD4+kqlVzbFt0YdGieZQunZV2b8Ifr4LeElygvAC3km/TrIEjndr1ZvbXP7Ji7UJKlS6JkZERwz/5gI7te9G4TnuiImP1rnuTl4aC3ntucaOjr/DzwuV4emzH/dBWIi5EaY2Uzeua+Yd5tfpp0OBR/LJwDmdOufPo0T969Oi/l4JoflU/FLYPrHL4YPDgUSxcOIfTp9z5+9E/pKWpCnR/2mH032teDB8+luY2nXHs2Ae7ti0YNKjPK9h9eT+AeuTRrp1rmDBpttaIJIABA3qyM8eozYLr0QlSoPrAxXUwVa1sKGZiohld93J2X94PHex70qJlV1xcBzNy5HDs7FpSvPg7TJ82ljlzFxa6/byYOesnqtWwZfv2fYwe9VGhlMN33y2Lq4sTteu0pqpVc0qWLM7AD9VT28aN/ZQebkOpXsOWTZt38fOC2QWypR0mf805ya9MvA0NIPJjTopifiwKfija6L/3l6Hc++WoXrca548XbF1BoaEo2v9va9Bb1ilYPWGkVNKyVTNGfzoZt66D6ObSCbv2rV5ONK/3Hj3t67GsWLpBM/MoO906f4BDu5707/0Jn3w6iNZtbXOx/4p1JTJTZ4xl5bKNeu2Del+Lrt07cnDf688W/a8g/wv+MxRvYuTmCSBzxV4boJQkScaAHXAB+AboJMtyMyAImJBxfgnQV5bl5sB64Pts1zQCtgGxsix/k9HxORd1p2ZnoH62sAFAK1mWmwI7gCmyLKcDW4HMz9adgHBZlu/mcg8WwE0AWZbTgAeAzqcgSZI+kyQpSJKkoJs3/9IanWRpYaYz5SohPkkTRqlUUrZsGe7fTyEhIUk3bqJ23AcPHnL8xGm6ONlrHU9PT2f37oP07uWcy61kfFHK9vXY1LwSycl3cg2jVCopU6YUqSkPNOd79O7G/jcwJR3UIzUV72eNHFVUrIjqnnZSqO7c4dmpAFCpSE9OJu3mTZSWljkvlS8JCclYWmT51sLCTDPVPJPEbGHU916a+/fV04fMLUzZvmMVn46YwLVrNwD1Opj//POYgwePAOpp5E2sG+atwTKrr97CwozEHOmbkJCkGWWWU4OFhSk7d65mRDYN2Xn27Bnu7t7UrVtLy86byIPZw+e8ZnxCEnv3qb+q7d/vSaNG9QAYPnQA+/arR/hevRpH3LWbWuvAxCckYVk5uz9MSUrM+vqnCZNxL0qlkrJlymj88aokJdzSGgVibmFKco4p5EmJt7CwyLJbukxpUlJSef78BSkZU8oiwiKJu3aTGjWr0bBxXQCuX7sJwMF9nti0zH064Ovce0J8knY+sjQlMUkdd+PGHbRs1Y2OnfqScj+VK1euaV0zr3TUF+Z166ez54Kxd+xN67YunDx5VkePIfygjqddFyQW0AfxCbpxc/OBUzYfODj2pk2GDy7nTJMcftWrJyE513ohNxIz/Pjo0T/s2LkfWxvrXO8R3lxeMDIyYvfONWzfvo/9+7WfFUqlkl49u7Fr90EdvYXlh0yePXuG+2FvXHMsR1JY+SHTl3fu3GP/AU9sba2pUcMKK6sqBAd5czn2LJaWZsz7brrWhjpvukzmxfYd++jVq3uhlMOOjnbExd3k7t37pKWlsX+/J61aN6dChXI0alyPwIzZJ7t3H6R1xgh4zf0aqEy8DQ2ZiPyoS1HKj4X9rCyIH4oyd5LuUDHbzK+KphW5m5z7Grb6cHDtwEmvU6hyfPATGv499v/rGhITb2mNyjYzr6TbtkzMGnmevT2RmHiLM6cCuX8/lSdPnuLrfYLGTerzsiQmJmvaK6C/TZOYkIyFZba2fdlSpNxPpblNE+Z8N4Wwi8f4YtRwxk/8ghEZ+wVkXuPu3fscPuRN8+aNc7VvbpnlA3NzU70+sMhWX5cpU5qU+6k0s2nC7G8nE3LBj89HDuOrSV/wSbb9Cjp1bk9EeGSe62MLBAXlTXRuBgPNJUkqDTwDzqDu5GwHPEHdEXlKkqQwYBhQFagDNAS8M45/A2TvyVoFXJRlObPDsyXgL8vyHVmWnwM7s4W1BI5IknQBmAw0yDi+Hhia8e+PgQ153IPeMV46B2R5tSzLNrIs2wQHx1CzZjWsrCpjbGxM//4Ib3KDAAAgAElEQVRuHHI/qhX+kPtRzcYaffo4c8z/lOZ4//5umJiYYGVVmZo1q3E+MJQKFcpppkC/8847dHRsR0zMVQCtl1AX587ExOQ+ojI85CLVqlehchULjI2NcOvdDW+vY1phvD2P0e8DNwCc3Zw4dTJrgxxJknBxc+Lg3jfTufkiOhqlhSUKU1MwMuIdR0eenT6lFeZZQAAmTdWdRFKZshhZVkaV9PLrbgQHh1OjphVVq1pibGxM376uHD6svTjxYQ9vBg1Wj+To1as7x4+fBqBs2TLs/XMDs2ct4OxZ7UWmPTx8aZ/xpc3BoS3R0bmvWRIUFE7NmtWoWlWdN/r106PhsI9mNEnv3jk07N3ArFkLOHMm66tiyZIlMDVVP9CVSiVduzoQEHBey86byIOBQWG55uuDB71wyFgbtEP71sRmrC9442YCjo7qNajef78CtWvX4Nq16zr+yH5Nd3dtf7i7e2fp7O2Mv792/ngVQkMuUL1GVapUtcDY2JievbtzxEN7GsoRDz/6D+wJgGvPLgScOAtA+fLvaTYGqGplSfUaVbked5OkxNvUrlNDMyWxg0MbLsf8lauG17l3d3dvnTQKDAwD0Oz+W7myOT17dtMZIZdXOmbyJuunTD0mJiZMnjSa1Wu2GNwPOX0woL8b7jl84J6LD9zdjzLgdX2wWp8PrLJ80K+Hfh8M7guop/fnVw6USqUmLxoZGdG9W0ciI7U3gCuMvADqab+Xoq+w6PfVOro6dWxHTMwVrSlUhekHnfqxi6POM7Iw8kOJEsUpVaokACVKFKdzpw5ERsZw8WI0FpZNqFW7FbVqtyI+PolmNp2oUtnijadDbmTfXMvVxYmYmKuFUg5v3EykZcumFC/+DgAODnZER18hJeUBZcuUoVYttY6OHdsTnWOtLUOVicLWIPKjLkU1PxZW/fgyfijKxITHYFnNAtPKphgZG+HoZs9p79MvdY2Obo74Hni1achCQ9Gw/1/XEJazPdGnO0c9tdvVRz2P0f9Ddbvaxa0LpzLaE/6+AdRrUEezDnDrtrbEvkK5Dwm+QPUaVlTJaN/27uOM12FfrTCeHr58MFA9Ut2tZ1dOHldrcO4yEOuGDlg3dGDl8o389stK1q7eqvPMcOhox6WoWL32Q4MvUL16lv1efZzx8tC27+Xhxwcf9gKgR8+unDx+BgDXrgNp1siRZo0cWbViE4sWrmTd6q2aeL37ubB3t/tL+0Qg0IfR615AluUXkiTFAR8Bp4EIwAGoAVwDvGVZ/jB7HEmSGgGRsizntnvHacBBkqRfZFl+mmkql7BLgF9lWT4oSZI9MCdD101Jkm5JkuSIunNUd9vCLOKBykC8JElGQFngfh7hUalUjPvqGzwO/4FSoWDjpp1ERcUyZ/YkgoLDcXf3Zv2GHWzauJjoqABSUlIZOHgUoN4oZs+eQ1wIP0aaSsXYcV+Tnp6OmVkl1q9bhFKp3rV6z55DHPbwQZIkNqxbROkypZAkiYiIKEaPmU5JjHPVNnPKfLbtWYVCqWTntn3ERl9l0vTRhIdG4u3lz46te/l95Q8EBHmQmvKAUSOydjRr1caGpMRb3Lgen5cLCk66ir8XL+K9BQtBoeCppwequDhKfvQxaTHRPDt9mueB5zGxtaX8hk3I6en8vXIF8sOHL21KpVIxccIsDhzcjFKpZPPmXVy6dJlvZo4nJOQCHod92LRxF2vX/UrEBX9SUlIZNvRLAD7/YijVa1Rl2vSxTJuu3tW1h+sQ7ty5x8xvfmTtul9ZsGAWd+/e5/PPJ+epYfz4WRw6pNawaZNaw8yZEwgJieDwYR82btzJ+vW/cfHicVJSUhkyZAwAX3wxjBo1rJg27UumTVPrcnUdgiRJ7NmzFhMTE5RKJcePn2bVqs1cvRrHoUObUbyhPAjozdcAPy1YxpZNSxk37lP+efSYz79Q++D7+YtYv/Y3QoJ9kCT4+uv5WhsuqVQqvvpqJofdt6FQKti0cSdRl2KZPWsSwSFqnRs27GDjht+Jigog5X4qg4eM0sSPjTlDmTKlMTExpodrF5ydB3Ipj87l7HanT/qOHXvXoVQq2L71T2KirzBlxpeEh17kiOcx/tiyh6WrF3A29AipKQ/4/OMJALRqa8uUGV+iSlOhSlcxZfwczcjmhT8tY7/nVtJepBF/M5GxI6fnqeFV7z3qkjqNwsP9UKWpGDfuG00a7dyxmvLl3+PFizTGjvua1NQHOnbfVv0EMGnCSLo7d0KhULBq1Wb8/U/r6Hnbfsj0weEcPpg9exLB2XywceNiLmX4YFA2H+zec4iIPHwgZfjAI8MHE7P5YPWqzfj7n9LawTjTB+6HtqJUKtm4aSeXLsUya9ZEQoIjcD/szYaNO9iwfhFRkSe5fz+VIUNHa+LHxJymTGl1OXB17YKzyyBu3IjH/dBWjI2NUSoV+PkFsG79H4WeF9q2sWXI4L5EXIgiKFDdETBz5o94eqkbDP37u7FDz5T0wvLD/fsp/LlnPcWKmaBUKvD3P83qNVt17L7p/FCpUkX27F4HgNJIyY4d+zl61D/X+37T6QCwdcsyOrRvTYUK5Yj7K4i53y5kw8YdzP9+OrVr1yA9PZ0bNxIYNXpaoZTDwMBQ9u714Pw5L9LS0ggLi2Tt2m2oVCpGjpzCzh1rSE9PJyXlAZ99PrHQ80JByoTIjyI/ZubHouCHHkG7c82f+TF59o8EhkaQmvqQjj0HM+qTIfTJsSHS66BSpfP7zCX8vO1HFAoFnju9iIu9zkeThhETHstp7zPUaVKHeWvnUKpsKVp3bs3wCcP4qOMIAEwtK1HRvCLhZyKEhtfQYGj7/3UNKpWKGZPnsf3PtRntib2a9kRY6EWOZrYnVv3EmRCvjPaE+nn34MFDVi3biJffbmRZxtf7BD5HjwMwc+4kevV1pniJ4oREqq+x8MdluWqYMmkue/avR6lQsm3LHqKjrzD963GEhl7Ay8OPrZt3s3LNQoLCfEhJSWXER+PzvK+K71dgyx9qe0ZGRuzZdQhfn5O52p82+Vt271uHQqnkjy17iIm+wrSvxxIWchEvTz+2bd7N8tU/cz7Mm9SUB3yaj32A4sXfoYNDGyaMm5lvWEEWhtyNvKgjve66dgCSJM1BPTryY9RT0QNRj+j8LOP/jrIsX5EkqQTqkZZxQBQwRJblMxnT1GvLshwpSZI/MAloj7qTtBdQETgLNAMeAn6op5mPkSQpFBghy3KwJEkbgGqyLNtn6OqDuvNziyzLU/PQPxpoJMvyF5IkfQD0lmW5f173bGRiYbjFBDIwLfV6G668CYKbvPxCzm+S6ueu5x+okEl/A2XodXmhSss/UCGjyHuZ2rfCe++8/Dqtb5qUp4/yD1SIFIX8WBTywpt4tr0u2Ts3DYUqjx1D3wbKIuCDdAP7AHL/Ovs2KQrlMp/lzP8TiPyopijkx6LwvHySqL8z4W3S2Tr3tcMFgv8a0Y8SDC2B56JdB8Ddh7GGF1EEGWM1wPAPr3xYGrfTIGn3plodJwEz4Iwsy7eAp8BJWZbvAMOB7ZIkRaDuoKybMbW8L/CTJEnhQBjQJvsFZVn+FQgBtgC3UI/IPAP4ZBzPZA6wW5Kkk0DONTUPAqXIe0o6wDqgvCRJV4AJwLSC3rhAIBAIBAKBQCAQCAQCgUAgMAyvPS0dQJZlX8iaIy3Lcu1s//YDdLbekmU5DPXozJzH7bP9O/vWmhvQ00kpy/IBQP/8N2iCeoRndD76nwL98gojEAgEAoFAIBAIBAKBQCAQGIL0IjH/omjyRjo3iyKSJE0DRpL3WpsCgUAgEAgEAoFAIBAIBAKB4F/K/23npizLPwI/Zj8mSdLX6I7Q3J1tV3aBQCAQCAQCgUAgEAgEAoFA8C/h/7ZzUx8ZnZiiI1MgEAgEAoFAIBAIBAKBQPCvQUxKzx3Db2MqEAgEAoFAIBAIBAKBQCAQCASvgOjcFAgEAoFAIBAIBAKBQCAQCAT/Sv5T09L/3+hdpoGhJdA79o5B7T9Pe2FQ+1A0hoa/Y2RiaAk8TXtuaAk8KQIa0mXD5gjJoNYFAoEgd1Tp6YaWYHAUkuFr6aKgQTbws7Ko0Nn6M0NLwDtstUHtFwUfCASZ3Hv80NASUCgMP/7MSKE0tARBLojd0nPH8CVHIBAIBAKBQCAQCAQCgUAgEAheAdG5KRAIBAKBQCAQCAQCgUAgEAj+lYjOTYFAIBAIBAKBQCAQCAQCgUDwr0SsuSkQCAQCgUAgEAgEAoFAIBAUYcTq5bkjRm4KBAKBQCAQCAQCgUAgEAgEgn8lonNTIBAIBAKBQCAQCAQCgUAgEPwrEdPSBQKBQCAQCAQCgUAgEAgEgiKMjGxoCUUWMXLzNejiZE/kxRNERwUwZfJonfMmJib8sW0F0VEBnA44RNWqlppzU6eMIToqgMiLJ3Dq3AGAYsWKceaUO8FB3oSH+TF71kRN+NWrFhIc5E1IsDc7d6ymZMkSeWqr16EJX/v+xkz/3+k00k3nvMMnzszw/oWpngsYve0b3rOooDnXY9ogph9dyAyfX+kze/jLukVDS3tbtp/YxM6ALQwe/aHO+SYtG7PeaxXHr3tj79xe69yJG95sPLqajUdX89OGefnacnKy5+LFE1yKCmByLmmxbdsKLkUFcCpHWkyZMoZLUQFcvHiCzhlpkYlCoSDw/BH279ukOZaZFrExp7l/L4bY6NNvJP0h9zy1bu1vXI45Q1DgUYICj9KkSQMAPvywFyHB3pw954mP3x4aNqoHQKfO7QkJ8yX8wjEmTPxCr7ZNm5cQfuEYx47vo0oVCwAcHO04eeog5857cvLUQTp0aK2J06+fK+fOe3L2nCf7DmykfPn3dK77pssEwJrVv5AYH05YqK/Wtfr0cSE8zI/nT2/SvFljHVuZfggO9SEswo/xufhhw6bFhEX44ee/V+OH5s0bE3DGnYAz7pw6exgXVydNnAtRJzhz3pOAM+74nzygOb5sxU9cjTuvozOTzLQKCfbm5PEDNG5cX2+4vMjNR1dizxIa4kNQ4FHOnvEACqdMXNZjB9RpERbmx7M80sLJyZ6LF44TFRXA5Em56Nm6nKioAAJO5tAzeTRRUQFcvHBcS8+YMZ8QGuJDWKgvX375iX6bb9AHxYoV43RGHR0W5sesbHW0vX1bzp/zIjTUl/XrFqFUKnX1dLbnQoQ/UZEnmTRplF49W7csJyryJCdPHNToKVfuXY4c2cm9u9Es+u07rThHj+7iQoQ/5895cf6cFxUrlte57psul5aW5vgc3c2FCH/Cw/z4ckyW7//YtkJTT12JPcv5c15vxQ+HDm4h8PwRQkN8WLpkPgqF7uvN2ywTmYwf/zkvnidQvvx7b7V+nDtnMiHB3gQFHsXz8B+YmVXK8sEbLodjx44gLNSX0BAftmxeSrFixQBwcGjLubOeBJ4/wjG/vdSoYQW83edEbn4oChoMmhbVrXTsGaJ+Evmxko697LSwt2Xz8Q1sC9jEwNEf6Jxv3LIRqz1X4Bt3hA7O7TTHrds0Ye2RlZq/o1c8sOvSJk9br8I383+lvfMH9Bys+371JikKfjC0BkPb/y9qeJtty1Ejh3MpKkDzvqBXj4HenTLp3LkDoWG+RFzwZ+LEkXrtb9q8lIgL/vgf30+VKmr7jo52BJw6xPnzXgScOqTVtsxk1+41BAYeydW2QFBQROfmK6JQKFj8+/e4uA6mURMHBgzoSb16tbTCfPzRh6SkPKBufTsWLV7DD/O/BqBevVr07+9GY2tHnF0GsWSxujJ59uwZnZz609ymM81tnOjiZE/LFs0AmDhpDs1tOtOseWdu3khg9KiPctUmKST6ffsxK4f/wPzOE2jeoy2mNS20wsRHxfGz63R+6jaFcM9zuE0fBEC1ZrWpblOHH7tO5geniVRpUoOarV6+E0ahUDDx+3FMHDyNQQ4f0amnI1a1qmqFuZVwi+/H/4T3ft3OoGdPnzPc6TOGO33G1I++ydfW4t+/x9V1MI2bOPBBLmmRmvKAevXt+H3xGuZnS4sB/d1oYu2IS7a0yGTslyO4FH1Z61oTJ83BtkUX0tNldu8+xIaN299I+ueXp6ZOn4eNrRM2tk6Eh0cCEHftJo4d+9KqZTd++nEJS5aqr/Xrb9/Su+dwbJo50a9fD+rWramlbdjw/qSmPqBJIweWLVnHd/OmAXDv3n369R1Byxbd+PzTSaxZ9ysASqWSBT/Ponu3gbRq2Y2LF6L5/IuhetPhTZYJgM2bd+HsMkgn3SMjo+nX/1NOnjyrcy5Tzy+/zqVPr4+wbd6Fvv1cqZPDD0OH9Sc19SHWjR1ZtnQ9c7+bCkBUVCwd7Nywa+1C757D+X3JPK3OKuduA7Fr7YJ9u6wPB9u27qF3z9zLZWZaNWveme/nL2Ll8p9yDauPvHwE0KlzP2xsnWjVunuhlonsdjKJjIymfz5p8fvv83DtMYQmTRwYMMCNenW19Xz00QekpD6gfn07Fi9ew/zvZ6j11FXft7W1Iy6ug1m8+HsUCgUN6tfhk48/pE1bF5rbONG9eydq1qymZfNN++DZs2d0zqijbbLV0ZIksX7dIgYNHkXTph25fiOeoUP66fVBD7ehNLF2ZEB/N+rm9MHwD0hNTaV+g3YsXrKW7+epffD06TPmzl3ItGn6P/QMGz6WFi270qJlV+7cuadj902Xy7S0NCZPmUujxva0tXNl5MjhmmsOHDRSU0/t2+fB/gOeb8UPAweNxLZFF5o260SFCuXp08dFrx/eVpkAdSdwp47tuX49/q3Xjwt/WUGz5p2xsXXisIcP33w9vlDKobm5KaNHf0yr1s40bdYJpVJJ//49AFi65AeGDf8S2xZd2LFzP9OnjS0yfjCkhq+//srgaTFt+lgtW4aonwztg6KSH3NDoVAwbt6XTB0yg2EOn+Do5kDVWlW0wtxOuM2PExbgs99P63jY6XBGdPmCEV2+YPyAyf9j7zzDojq6APwOC1iiYiwJzdiNNWoEjYpdsQCisSVRoyam2GONfhpLYhKjiRpNVWM3FuwIFiyIWAEp0uyoIFhRY0e4349dll12FzACu0nm9dlH9t6ZOeeeM2fundmZuTx+/JiQg2EmZf1dunXpwG9zc5+A8CJYgh3MrYO55f8XdSjsvuWRoyF06vwOCQlXTOpjjmcnXflz531J924DafRmhxz7lm/Ua81Pen3LVHr2/JDGjTvx8UdjWfLHPL18Xb078uD+Q6NyJZLnxeIGN4UQgUIIl1zSDBRC/JSPMlsKIU4KIZ4JIXrmJU9j14acP5/AxYuXSUtLY8OGbXT16qiXpquXO6tW+QCwaZMfbdu4aY53ZMOGbTx9+pSEhCucP59AY9eGADx4oA5uGxtrrG1sUBT1tOO//rqvLbdosaLa48ao2KAaNy5d49aV66SnpXPS9wj13F310pw9GkPa46cAJISfpbS9+td0BQWbIjZY21hjbWuDylrFXzfu5sUketRqWJPEhCSuXk7mWdoz9m3bT4tsv5ClJF7jfNwFlIwXe+dXdl+s37ANr2y+8DLhCy+vjqw34QsnJwc6d27H0qVr9cr666/7WplpaWk8e5aeL/7PS53KztFjody5o/ZPyIlwnJzscXGpz4Xzl0hIuEJaWhobN/ri4dlBL5+HRwfWrN4EwJYtO2ndWu2bqMhYUpKvA+oBviJFimBra4sQAiEExYurZwyXKlWCZE06U37Ir5g4FHyc26l3DK49Pv4cZ86cN2kbF5f6XLiQZYdNG3cY2sGzPWvXqO2wVccOjx49Jj09HYCiRYqQQ7hpOXI4hNTbhnpmouurY8dP4uTkoD333ntvc/TwDkJD9vDLz98Z/eU0Jxtlp6BiwhS5+cLVtYFB3fDSmQ1roM9mP9po9XE3uG5X1wbUrFmN48fDtb46FHQMb+9OBW4D3TbaRtNGly37Mk+ePOHs2QsA7N0bRPfu+gNdBjbw2W7cBqs3ArB5sx9t2jQH4OHDRxw5EsLjJ09y9IMxCiIuU1KuEx4RDcD9+w+Ijz+Lk6O9geyePb3YsH6b3rGCskPmPdLa2hpbWxuDe2RhxwTA999PZ9L/vkZRFN5sWK9Q20fdZ4aXXiqOoigFEocA1iprihUrikqloljxYiQnXwNAURRKliwJgF2pkiQnXyv0+4QxO1iCDpbgC13M0T5Zgg0soS6YomaD10lKuEqy5jl6/7ZAmrs310uTkniNC3EXc3yObuXRkuMHQnjy+PnvH7nh0qAedqVK5nu5uliCHcytg7nl/xd1KOy+ZUREDJcuJZrUx1zPTpm4uDQw6Ft6eurL9/Rw1+lb+mv7VJGRMUb7lqBuB0eMGMx33y00ee0SQzL+AR9zYXGDm2biMjAQ+DOvGRyd7LmSeFX7PTEpGcdsnTvdNOnp6dy9e4+yZV/G0dFIXid1XisrK0JD9pCcFMW+fUGcCAnXpluyeC5JVyKo+Xo1fvp5qUndSr9ahjtXs34dv5N8C7tXjU9xB3irdxtiAyMASDh5ljNHY/gq5HdmnviduKBIrp1PyotJ9ChvX47rV7MGv64n36S8ffk857ctYssf/r+yyPcnWnRsnmNaRyd7EnXsmZSUbNDRNuULJ0fDvJm++OGHGUyaNJMMIzfIr776nBYtmvC6xhf54f/c6tRXX37OybAAfpgzXXtT0OX9AX3Ys+cgjo72JCYl61xTiqFujq9q06Snp3P33l8GyyC6detMVGQMT58+5dmzZ3w26guOh+zk3IXj1KxZnRXL15u8XmP6/x2bvAgOjvYkJmbZ4WpSMo7ZloA5OL6qTZOens69e39RRmMHF5f6HA/ZxdETO/ls5BTtYKeiKGzdvoKDwdsYOMhwSUxe+GDQO+zafQCAmjWr0btXV1q06oaLqzvp6em8997bBnlyspGiKOz0X8vxYzsZ/GHfAouJ7HLyipOjA4lXstVJncFddRp7PV/cvaepG04Oen5MSkzBydGBmNjTtGjRhDJlSlOsWFE6dWqLs7Oj3vUVhA0y2+irSVHs1bTRN2/exsbGRrskv8fbHlSo4KgvK5v/jOqjIzezPppanqTL4kU/cOL4LiZNGmVwrqDjsmJFZxrUr8vxE+F6x1u4NeHa9RucO59gcI0FZYcdvqtJvBLOX/cfsHmzn8E1FmZMeHp24GpSMlFRsQDY279S6O3jV19+zsXzIbz7bnemz5hTIHF49WoK8+b/zvlzx7l86ST37v7F3r1BAHzy6Xi2b1vJhfMh9O3bg9lzfjbLfSK7Hcytw4wZ35vdF3Pm/Kx/vWZon8xtA0upj6Yo71COGzo/It9IuUF5B8NtR3KjbdfW7M82i+2fhCXYwdw6mFv+f1EHc/Qtc9THTM9OWWW/SmKSvnwHx1dNpjElX7dvCTB16lgWLFjCw4ePc9VTIskLLzy4KYSYIIQYqfl7nhBiv+bvdkKI1UIIdyHEUc3MSB8hRAnN+UZCiINCiDAhxG4hhEO2cq2EECuEEDM13wcJIc4IIQ4CzXXSeQkhjgshwoUQe4UQr2rynhVClNcp65wQohxGUBQlQVGUKJ5joFkIYaycPKTJOW9GRgYuru5UrOyCq0tD6tR5XZtm8EdjqFDxTeLiz9K7V9eclDMq1xgu3dx47Y2q7F+0HYByFV/FvpoTU98awhdvfUqNZnWp2riWaVkmVcjdPjnRo/E7fNhlCNOHfc2oGcNwquhoMm1B+KJLl/bcuH6Tk+GnjMr87feVrF23lXgdX7yozJyuY/KUb6lTtyVvNfXg5TKlmTBef6+Vli3fYsCA3kydMusF7JGVplat6nw583NGjlAvsbC2tmbwR31p3tSTalWaEB0dz7hsOhRUTPxdjBRpqA9GEwEQGhpJE9dOtG7ZjbHjhlCkiHpA2b1dL1o270qP7h/w0Sf9adbc1bCMHGjdqhmDBr3LpP99A0DbNm682bAex476Exqyh7Zt3ahS+TWDfDnZqGXrbjRu0glPr356S4RzvPa/4YtW2eS4uTXJwxXn0Rcm48J43vj4c8z5/hd2+q9lh+9qok7F8uzZs1zLy11m3troStna6H79hvL999M5cngHf91/wLNn6Xm6Pv00xq81JwYOHEkjlw60bdcDt+aN6du3x9+Q+/fi8qWXirNh/WLGjJumNyMJoE+fbqzPNmsz7/oYJMlTe+Dp1Y+KlVwoYmurnbHwfHLzJyaKFSvKpIkjmT7j+wKXnxNfTP2OylVdWbt2C8OGDiqQOCxd2g4vT3dqvN6UipUa8dJLxXjvXfWPM6NGfkRX7/epUtWVFSs3MGf2NAuxg3l1GDrE/L6YPXtqnmTpp8ld5+zk1D6Z2waWUh9Nk/dneVOUeaUMVWpW5sTB0OfLaFFYgh3MrYO55f/3dDBH3/LF9THM96LPTs8j3/j4g37f8quZExkxQr1c/o03alOlakV8t8u9NiX5R37M3AwCMnfsdQFKCCFsADfgFDAFaK8oyptAKDBGc34h0FNRlEbAUuBrnTKtgTXAGUVRpmgGPmegHtTsAOhuAhkMvKUoSkNgHTBBUZQMYDWQOY2iPRCpKMrNF7lQIcTHQohQIUTolSsXqKAzS8jZycFgmU9SYrI2jUqlws6uFLdvp5KUlGyY96p+3rt373Ew6Agd3VvrHc/IyMDHZztvd/cwqeedlFuUdsz6Jau0Q1nuXU81SFejeT3ch7/NosGzefZUPSjwRsfGJISf5enDJzx9+IS4wAgqNTQcKMmN68k3eMXxFe33VxzKcfNa3s1/85p65unVy8mEH42get1qJtMmJSbrzdhycnLgah59kZhkmDf56jWaNXPB09Ods2eOsWb1L7Rp05wVyxfoy3RyYIPGF/nhf9302uOaMlNS1L9UPn36lBUr1uPqkrUksl69Wvz0yyz69P6Y27fvkJSk1i3rmuwNdUtK0aZRqVTYlSrJbc2Sakcne/5c9zsfDx7LxYuXAXijvjrkMr9v3uRHk8bFmhUAACAASURBVLfeNHm92fX/uzZ5Ea4mpeDsnGUHRycHklP0l9JfvZqVRqVSUUrHDpmcOX2eBw8eUru2ehAr0xc3b9xix/Y9NHKpn2ed6tWrxe+/zeHtHh9w+7Y6JoUQrFrto92nsE7dlnz51Vy8vTtpX8zS6M03crRRpp1v3LjF1m07KVeubL7HhDE5mcsAcyMxKRnnCtnq5NUUwzTOunWylLo+Jybr+dHJ2Z6ryeq8y5evo8lbnWnXviept+9w7txFvesrCBtkktlGu2va6GPHw2jT9m2aNffk0KFjnNXRBTDwn1F9klK0ck3Vx+xc1djx/v0HrFu/FVcXfZ8UVFxaW1vjs34xa9duYetW/X01VSoV3bt1ZoPPdgN9C8oOmTx58oQdfgF4ZVsuVVD1wVhMVK1aiUqVXiMsNICzZ47h7OzAzK8maV9gAoXbPq5dt4Xu3bsUSBy2a+tGQsIVbt68zbNnz9i6dSdvNW1EuXJlqPdGLUI0q098fLbTtGkjs94nMu1gfh06m98XbzXSv14ztE9mt4GF1EdT3Ei+QXmHrOfo8vbluZlyy2R6Y7TxasWhXYdJz/Zj2z8JS7CDuXUwt/z/og7m6FvmqI+Znp30ynbSl5+SbXuyqzppsst3dLJn7brf+WjwGG1fsnGTN2nYsB6xccHs3edDteqV2blrXZ70/a+j/AP+mYv8GNwMAxoJIUoCT4CjqAc5WwCPUA9EHhZCRAADgIrA60BdIEBzfArgrFPm70C0oiiZA55NgEBFUW4oivIU0F0P6wzsFkKcAsYDdTTHlwKZbzz5AFj2oheqKMoiRVFcFEVxCQs7TbVqlalUqQI2Njb07u2N7449eul9d+yhv+alEj16eHAg8LD2eO/e3tja2lKpUgWqVavMiZBwypUrg51dKQCKFi1Ku7YtOH1avY+dbqfI06MDp0+fM6nn5cjzlK9kTxnn8qhsVLzp1YxTAfq/UDnXqcQ73wxm8eDZ3L91T3s89epNqjWpjZXKCitrFVWb1OLaOdN7gJgiPiIe58pOOFSwx9rGmnbebQneczRPeUvalcDG1gYAu5dLUc+1LglnLplMHxIaoeeLPr292ZHNFztM+GLHjj30MeKLKVNmUbmKC9VrvEXffkM5cOAwAwaqN+CvWrWSVuZ7777N2bMX8sX/2a9Dt0x7+6ybedeunYiJjQegQgVHfNYv5qMPx2gHdsLCoqharRIVKzpjY2NDz55e+Pvt1dPN338vffupZ1B0796ZgwfVvrGzK8mmTUuZPnU2x45lbbR99WoKNWtVp1y5MgC0befG6Xj9PRZz0v/v2uRFCAuLokrVLDv06OlpaAe/fbyrmUnSTccOFSs6a18gVKGCI9VrVOHS5USKFy9GiRIvAVC8eDHatnMjLvZMnvTJ9NXAQaO0ezMC7D8QzNvdPbVvkX355dK89poT27bt0g54hp2MMmmj7Dp1aN+K3bsP5HtMGJMTE3M6T9ceGhppUDd27AjIpk9Alj5vexCo1SfA4LpDQtTbaGTarEIFR7p166w3U7Ag2oWc2uhMXWxtbRk/bhiLFq0yYoNKWTbo1dW4Dfqpt31+W8cGplCpVNolP9bW1nTp3M7AJwUVl4sX/UBc/Dnm/7jIQK/27Vpw+vQ5knS2xyhIO7z0UnFtG6lSqejUsa3BPbIg6oOpmIiOjsfJuT7Va7xF9RpvkZiYzJsu7XmtglOhtY+6L9fy8nTn9OnzBRKHl69cpUmThhQrVhSANm3ciI8/R2rqXexKlaJ6dbUe7dq1JD7+XKHfJ4zZwRJ0sARf6GKO9skSbGAJdcEUpyNP41zZCXvNc3Rb79YcCTiSY/nZaefdln3b/rlL0sEy7GBuHcwt/7+oQ2H3LXPDXM9OmYSFRRr0Lf389OX7+Qfo9C27cPCg2jd2dqXYvGkZ07L1LZcsXk21qk2oXcuN9u16ce7sRTp3+nvbfUkkmVi/aAGKoqQJIRKAQcARIApoA1QFLgIBiqK8q5tHCFEPiFEUpamJYo8AbYQQPyiKkrkJg6kh4IXAXEVRtgshWgPTNXpdEUJcE0K0RT04mvcN4vJAeno6oz6bgr/fn6isrFi+Yj2xsWeYPm0coWGR7NgRwNJl61ixfAHxscGkpt7hvX7qZbyxsWfYuNGXU5EHeJaezshRk8nIyMDB4VWW/jEflUr95uyNG33x89+LEIJlf8ynZKkSCCGIiopl2PBJ9C9pfNZURnoGG6cuZejK/2GlsuLYhkBSzibSZXQvLp+6QPTeMLwn9cO2eFEG/aJ+U2Nq0k0WfzSHCP9j1GhWl4m7vwdFIe5gBNH7Tv4N+2Qwb8pC5v75HSorFTvW7+TimQQGjxtIfOQZggOOULP+63z7x5eUtCtB8w5NGTx2IP3afkDF6hWZMGs0GYqClRCs/mktCWdND25m+sIvmy+mTRtHmI4vli9fQJzGF311fOGz0ZeobL4wReZbkUuVKoGVyorevbty61YqS5etfWH/A0brFMCqFT9RrnwZhBBERsYwdJj6DXRTJo+mbNmXmffjVwA8e/aMlm7ejB0zja3bV6JSWbFqpQ9xcWeZ8sVoTp48hb/fXlYsX8+SP+YReeoAqal3Gfj+CAA++XQAVapW5PNJI/h8kvqYt9f7pCRf59tvfmT3nvWkpT3j8pUkPv14nFE/5GdMAKxe9TOtWjalXLkyJFwIZcaX37Ns+Tq8vTvx47yZlC9fhu3bVhIZGUPP7h/o6TN+7HS2bFuhtUN83FkmT/mMkydPsdN/HytXrGfRkrlERO0nNfUugwaoHzKaNnNh9JhPSXv2jIyMDMZ8NpXbt1KpVKkCa9b9BoC1SoXPhu3sDVDv57V0+Y+4tWhC2bIva/W0sVEP0i9avErrq4ULv9H66q2mXYiLO8vU6bPZ6b8WKytBWtozRo6czOXL+nvdmrLRq6+WZ6PPH2qdrFWsW7eVXbv253tM6MpRaeTs2ROoriPenZiv8cW2bSuJjIrB07Ofni8+++wL/HaswUplxYrl64mNO8O0qeMIO6nWZ9mydSxf9iOxscGk3r5Dv/4afeLU1x0ZuZ/0Z+mMGjVFWzfWr1tE2bIvq202arL2hU269TE/baDbRgtNG+3vrx4wHztmCF082mNlZcWi31cSGHhY78VQmTbY4bsalUrF8hXriYs7w9SpYzkZFsUOvwCWLV/HsqXziY05xO3bd+j//jBt/tOnj1CqZElsbW3w8uqIh2dfLl9OZIfvamxsbFCprNi/P5g/lupvHV0Qcdm8mSv9+/Uk6lQsoSHqh/0vvpjFzl3qDkPv3t6sM7IkvaDscPt2Kps2LqVIEVtUKisCA4+waPFqo3YorJgwdt2F2T5+8/UkatSoSkZGBpcvJzF02MQCicOQkHA2b/bnxPFdPHv2jIiIGJYsWUN6ejpDhkxg/brFZGRkkJp6l48/GWsxdjCnDsOHTzK7Lz751PD+Xdjtk7ltYCn1sQrG98RLT8/gxy8WMmfNLKysrNi5fhcJZy4xaNwATkee4UjAUV6v/zozl0ynhF0JmnZoysAxAxjUbjAA9s6vUt6xPJFHo4yWnx+MnzaLkPAo7ty5R7tu/Rj6YX965PIizOfFEuxgbh3MLf+/qENh9i0Bhg/7gLFjh2JvX56TYXvZtfsAQ4ZM0NPHHM9OuvLHjpnKtu0rUalUrFy5wUjfcgNL/phL1KlAUlPvMEDbt3yfKlUrMnHSSCZOUvezunr158aN55t1K5HkBfGi+9oBCCGmo54d+QHqpeghqGd0fqz5v62iKOeEEMVRz7RMAGKB/oqiHNUsU6+hKEqMECIQGAe0RD1I2h0oDxwD3gTuAftRLzMfLoQIBwYrihImhFgGVFYUpbVGrx6oBz9XKYryeR6uYzmwQ1GUjbmltbZ1Mt98Ww1DHd3MrQJhaTfMKv/EjbzNHCtIzF4RgKLWhi8YKmweP3tqbhUoblPE3CrwMC3/30j6PBjZcqfQMbY3T2GTH/e2F8XYW+8Lm/Tn3LQ+v1FZgA2ed+P+gsD8tRGsLCAuMywgLs2NJfhBttFqLKE+ur3y/Pva5zcBEYYz8AuTDg0+Nqt8iUSXw9fjzK2CRTw/WlupzK0CDx4mmP9mZYEMqNTD/DevXFiRsMksvsuvyDkEOABHFUW5BjwGDimKcgP1W8jXCiGiUA9Q1tQsLe8JfCeEiAQigGa6BSqKMhc4CawCrqGekXkU2Ks5nsl0wEcIcQjIvqnjdqAEuSxJF0K4CiESgV7A70KImOe5eIlEIpFIJBKJRCKRSCQSiURS+LzwsnQARVH2ATY632vo/L0fMHidsKIoEahnZ2Y/3lrn72k6p5ZhZJBSUZRtgPH1b1Af9QzP+Fz0D0F/z0+JRCKRSCQSiUQikUgkEolEYuHky+CmJSKEmAgMIZ/32pRIJBKJRCKRSCQSiUQikUgklsG/dnBTUZRZwCzdY0KIyaiXnuvio/NWdolEIpFIJBKJRCKRSCQSicSisIT9oi2Vf+3gpjE0g5hyIFMikUgkEolEIpFIJBKJRCL5F2D+V3FJJBKJRCKRSCQSiUQikUgkEsnf4D81c1MikUgkEolEIpFIJBKJRCL5pyEXpZtGDm7+g1l966S5VaBP2YZmlX9Sdd6s8i0FGyuVuVXgibkVAB6mmV8LYWb5lnDDUyxgLxhz+wEgPSPD3CqYHUuwgSXUBWsLaKPTM9LNrYIEy2gfLWG/LkuISythCVqYnw4NPjar/ICIRWaVD+a3gcRyKGZTxNwqkK6Y/9lJIvknIpelSyQSiUQikUgkEolEIpFIJJJ/JHLmpkQikUgkEolEIpFIJBKJRGLBZFjEOj3LRM7clEgkEolEIpFIJBKJRCKRSCT/SOTgpkQikUgkEolEIpFIJBKJRCL5RyKXpUskEolEIpFIJBKJRCKRSCQWjCKXpZtEztyUSCQSiUQikUgkEolEIpFIJP9I5OCmRCKRSCQSiUQikUgkEolEIvlHIgc3n59OwOn42GAmjB9mcNLW1pY/1/xKfGwwR4J9qVjRWXvu8wnDiY8NJiY6CPcOrbTHO7q3JiY6iOxl/rFkHmdPHyU0ZA+hIXuoX7+O9lyrlk05eHg7R07447tzDQDt2rfg+MndhEbsZdSYj43q9sfy+YRG7CVg/0YqvOakd97J2YHLyREMH/khANWqV+bg4e3az6WkcD4dOjDPhqrdqj7T981nRuAC3Id4G5xv96EHUwPmMnnnHEat+YIyTuUAqNG0Dv/zn639LDi9mvrurnmWq0uHDq2IjNxPdPRBxo0bYnDe1taWVat+Ijr6IEFBW3ntNbW/2rZ14/DhHYSE7Obw4R20atXMrHKLFSvK5s3LiIjYR1hYAF999flz6dOufUtOnNxDWOQ+PhvziVF9/ljxI2GR+wg4YFg3nJ0duJISqa0becHdvTXR0UHExQYz3kSsrFnzK3GxwRzOFisTJgwnLjaY6OggOmhipUaNqtpYCA3Zw62b8YwcMdigXFPxpCv3eWN08aIfuJoYSUT4Pr2yZkwfz8mwAEJD9rDT708cHF4tkGsHsLMrxbp1izh16iBRUYG81aQRAPXr1yH4kC+hIXs4dtQfV5cGhW4HgGFDBxETHURkxH5mfTs53+U7Ozuyd48Pp6ICiYzYz4jhWXXREvww69spnDp1kJNhAfj4LMHOrlSB+CEnO0z9YgyXLoZqY6Rzp7YFogM8X10wtx06dWpbqO3RmjW/ao+fPXOM0JA9BvI6dGhFVNQBYmKCGDduqFF9Vq36mZiYIIKCtmn1KVOmNLt3r+PmzTjmzftSm75EiZc4fnyn9pOYGMGcOdMMyrUEO/wbY+J566Ml+MIS/FCYbTSo26bo6CAiIvbzraZt0sXdvTXRpw4SGxvM+HEm9Fn9C7GxwQQf8tWLyz27N3D71mnmz5+pTV+sWFG2bl3BqahAIsL38fXMSQZl5kTj1q6sPLiMNcEreG/YOwbn32hSj0U7f2Vfwm5aebTQHm/QrD5Ldv+m/ew5549bx+d7jrUkHXJiyjdzaenxDt36fZrvZetibjuYW/5/XYf2HVoSFr6XiKj9jB5rWNdsbW1ZtmIBEVH72R+4mdc0/ahGjd4g+OgOgo/u4PAxPzy93LV5fv71O84nnOBYyM486dChQyvCI/YRdSqQsWON9y1XrPyJqFOBBB7U71sGH/blxIldBB/2pVWrpgZ5N/gsJiRkt0XLl2SR8Q/4mAuhKHLN/nOgAs4AHYq9VOn8saP+9Os/lLi4s9oEn34ygHr1ajFs+ER69+5KN+/OvNd3CLVqVWf1ql9o2swDR8dX2b1zHbXqqBvduJhDdOryLomJyeiW+ceSefj572XzZj89JezsSnEoaBt93h5MUmIy5cqV4fbtO4SEB/C290CuJqWw7+AmPho0htOnz2nzfTD4PerUrcnYz6bydg8PPLw68OHAz7TnV6z+iYyMDMJCI/lpwR96Mq2srIg5E0yHNj1JvHJVe7xP2YZGDSWsBDMO/MiCfjNJTbnFxO3f8seIH0k5l6RNU6NpHS6GnyXt8VNa9utA9bfq8Mfw+XrlFLd7iS8PLmTSW5+S9vipgZzl146bcJVa51OnAvHw6EtSUgrBwdsZMGAk8fFZ/vr44/7UrVuTkSMn06uXF127dqR//+HUr1+H69dvkJx8ndq1a+Dru4qqVZuYlFXQcosVK4qra0OCgo5iY2PDzp1/Mnv2z+zZEwhAUZVNjvqERuyle9cBXE1KYX/QZgYPGs3p+Ky68eFHfalT93XGjJrK2z098PBy58MBo7TnV6z5iYwMhbCQCIO6kcn9p4/0ZMbGHKKzkXqdSfZY8fbuTF8jsbJr5zpq12lBRkaGXvmXEsJo7ubJ5ctZdUpYWZmMJ1Nyc4vRjIwMWrg14f79Byxb9iMNGrbTllWyZAn++us+AMOHfUCtWjUYOfJ/BXLtS/+YT3DwcZYuW4uNjQ3Fixfj7t17+Pv9yY8LFrN79wE6dWrLuLFD6NCxT6HaoXWrZkyaOBIv7/d5+vQpr75anqDArfkq/5VXyuFg/wrhEdGUKPESJ47vokfPD4iLO2sRfmjfviUHDhwmPT2db775HwCTp8zKdz/kZIepX4zh/v0HzJ33u16smLMulC9fllu3Us1qB5WZ2iOA2d9N5e69e8z6dqFe+ujog3h49CUxMZnDh315//0RBveIevVqMWLE/zT3iE707z+M4sWL0aBBXWrXfp06dWowevRUjHHkiB8TJswgOPiE9piCYnY7fPPtgn9lTDyPDgLz3SMzfXHvr7/o17enWf1QUHFpqo1upWmbuuq0TTdv3tazWUxMEF26vEdiYjJHj/jRv/8w4nTi8pNP3qdevVoMHz6J3r264u3dib79hmrjsk6d16lTpyaffTYFUA9uNm78JgcPHsHGxobdu9bx3eyf2L37gLbMZuVrYgwrKytWBS1n3HufcyP5Br/5/cxXw77m0tnL2jT2zq9SvGRx+nzSmyMBRzjod8ignJKlS7ImeAW9XN7lyeMnRmWZorB0CIhY9Fx66RIacYrixYrxv6++Z+vq3/52OR0aGE4KycTcvjC3/P+aDidTLxjIDY/ch7fX+yQlpRB4aCsfDByl148a/FE/6tStyehRU+jR0xNPL3cGDRhJsWJFefo0jfT0dF61L8+RY37UqNqU9PR0mjV35cGDh/y++Hvecu2sJzNdyTDQITLqAF6e/UhKSuHQoe0MHDiCeB0dPvq4H3Xr1mLUyMn07OmFV9eODHhf3be8dv0GKZq+5bbtK6le7S1tvq7eHenerQt169bE1bWjSdubQ/6DhwnCqEL/cfpU7GbxA3jrL201i+8sbuamECJQCOGSS5qBQoif8lHmGCFErBAiSgixTwhR0UTSxsA54EJaWhobNmyjq5d+EHb1cmfVKh8ANm3yo20bN83xjmzYsI2nT5+SkHCF8+cTaOzakMauDTl/PoGLFy9jqszsvPtOd7Zu3UlSYjIAN2/eppHLG1y8cIlLCVdIS0tj8yY/Onu208vXxaM96/7cDMC2rbto2Trrl5Munu1JSLhCvM5DpS6tWjcj4eJlvYHNnKjUoBo3LqVw88p10tPSCfU9YjD78szRGO2A5YXws7xsX8agnDe7vEVMYLjRgc3ccHVtwPnzCSRobOLj44unZwe9NJ6eHVizZhMAmzf707p1cwAiI2NITr4OQGzsGYoUKYKtra3Z5D569JigoKMApKWlERERjZOTfZ70aeRSnwu6dWOjH1082uul6ezRnrVrtgCwbcsuWmWrG5cumq4bxsher9dv2IZXtnrtZSJWvLw6st5IrOjStq0bFy5cMui05SWenjdGAQ4FH+d26h2D68wcUAN46aXiKIpSINdesmQJ3NyasHTZWkBdB+7evQeAoiiUKlUSADu7klxNvlbodvjkk/eZPednnj5Vx2nlSq/lu/yUlOuER0QDcP/+A+Ljz+LkaG8xfti7N4j09HQAjh8/ibOTQ4H4ISc7GMPcdeHGjVtmt4O52iOAnj29WL9+m96xzHtEpj4+Pr546czmyNRn9eqNgPoe0aaN+h7x8OEjjhwJ4cmTx0avFaBq1Uq88kpZvYFNS7GDueuCMTtYgg6F7Yu4uLP/Shvk1EYba5t0yR6XGzZsMxqXWn02+9FGo09mXD7ONlDy6NFjDh48otUlPCIaJycHkzbRpWaD10lKuEry5WSepT1j/7ZAmrs310uTkniNC3EXUTJMz5Np5dGS4wdCnnsgyVJ0yA2XBvWw0zwDFRTmtoO55f/XdXDR9KMy+3WbNu7AI1u/zsOzPWs1/bqtW3bSurV6VuijR4+1z4ZFixRBd07ZkcMhpN42fI4yrkMDLpzP0mHjRl88PfXbJ08Pd9asVuuwZYu/VofIyBhSTPRpX3qpOCNGDOa77xaSE+aWL5HkFYsb3DQT4YCLoihvABuB2SbSOQFXMr8kJiXjmO3BzdHJniuJ6gHA9PR07t69R9myL+PomHVcm9fJXi+9sTK/+vJzToYF8MOc6dqGoHr1KpQubcd2/9XsD9pCn3e74eBgT1JSsjbf1aQU7dLMTBwcXyUpMUWr27279ylT9mWKFy/GqNEfM/tb0w3L2z092OSzw+T57JR+tQypV7MeHFOTb1H6VcPBy0ya925LTGCEwXEXr+aEbD+cZ7m6ODrak5iYZZOkpGSDAUF1mix/3bv3F2XLvqyXpnv3LkRGxmgfiM0t186uFF26tOfAgbzZRe33bHXDUb9uOOqkMawbn/BdDnXDGI5OWdcHGhvkMVacHA3zOmazX5/e3qxfv9Wo3JziKSe5pmI0N7768nMung/h3Xe7M33GnAK59ipVKnLz5i3+WDKPkBO7+f23ORQvXgyAseOmMevbKVw4H8J3s75g8pRvC90O1atXwc2tMUeCfdm/dyMtWjQpUPkVKzrToH5djp8I1x4ztx90GTjwHXbtPlDgfjBmh6FDBnEyLIDFi36gdGk7s9cFl0b1zW6H6tWrmKU9cnNrwvXrNzh37qK+LGNlGrTJud8jTNGnjzc+Pr4Gx83VLuvawdx1oTBiIq86mNMXGYryr7RBTm10DU3bdDjYl32atkkXJ0cHEq/oPrul4JhtINJJ5/kuPT2du/fu5Tku7exK4eHRngMHgvOUvrxDOW5oBgQAbqTcoLxD2Tzl1aVt19bs37r/ufNZig6WgLntYG75/3UdHLL1664mJeNopI+t2zbcu/cXZTRtg4tLfY6H7OLoiZ18NnKKdrDzeXB0fJXEJP02z1hfLjONqeeGbt06E6XTt5w6dSwLFizh4UPTP5hagnyJPhkoFv8xFy88uCmEmCCEGKn5e54QYr/m73ZCiNVCCHchxFEhxEkhhI8QooTmfCMhxEEhRJgQYrcQwiFbuVZCiBVCiJma74OEEGeEEAeB5jrpvIQQx4UQ4UKIvUKIVzV5zwohyuuUdU4IUc7YNSiKckBRlIear8cAZ2PpUK8myp43uz2MlG/quGLyOMDkKd9Sp25L3mrqwctlSjNhvHpfLmtrFY3efIN3en5Ez+4fMG7CMOwdXjFZTs66KUycPJJff1rGgwcPDc4D2NjY0KlLW7ZtydueIDnJMkbjbi2o+EYVAhZt1zteqnxpHF9/jdigyDzL1dfB8FhebZJJrVrVmTlzIsOH532fpIKUq1KpWLFiIb/8soyEhCvZizChTx58YbJujOLXn03XjReR+byxkomNjQ2enu5s3GQ42F6Qck3xxdTvqFzVlbVrtzBs6KAC0cFapaJhw3r8/vtKXBt35MGDh0yYMByATz5+n3Hjp1Olqivjxs9g8e8/FLodrK1VlC5tRzM3Lz6fOJPPRhku78ov+S+9VJwN6xczZtw0vRmb5vZDJhMnjuTZs2f8+efmAvWDMTv89vtKatRsRiMXd1JSrjNn9lSz14W1f/5mdjv079+rwOTn1B6906cb67LN2jQt6/nuETnRq1dXNmzYbnDcXO2yrh3MXRcKOiYsQYe8+OLfaoOc2miVtYqXS9vR3M2LiRNn8uef+kuY8+PZzRQqlYpVq37m55+XcvHi5VzTa6QZkZXHrBrKvFKGKjUrc+Jg6PNltCgdLAFz28Hc8v/bOuSpbTCiW6ZyoaGRNHHtROuW3Rg7bghFiuRtJaC+Dn+/L5dJrVrV+WrmREaMUG+d9MYbtalStSK+23Pf69Lc8iWSvJIfMzeDgMwde12AEkIIG8ANOAVMAdorivImEAqM0ZxfCPRUFKURsBT4WqdMa2ANcEZRlCmagc8ZqAc1OwC1ddIGA28pitIQWAdMUBQlA1gN9NWkaQ9EKopyMw/X8yFgdBRv2LBhjYKDg3sJIUIzMh7g7ORAcvI1vTRJiclUcHYE1A8zdnaluH07laSkrOOAOu/Va3rptcc1ZaakqH+devr0KStWrMfVRb3sKCkpmd17DvDw4SNu30rl6JEQSpQorrfUxdHJnsK3RAAAIABJREFUXps/k6tJKTg522t1K2VXgtTbd2jkUp/pX00gIvoAnw4dyOixnzL4437afO3dWxIVEWuwhCcnUlNu8bJj1q9pLzuU5e71VIN0NZvXo9Pw7vw6eDbPnj7TO9fIsykRu0+Q8ez5f+EC9a/uzs5ZNnFycuDq1Wz+SkrGWcdfpUqV5LZmiYCTkz3r1y9i8OAxz/EwWrByf/55FufPX+Snn5bmWR+137PVjWRjdcMhSx9N3XBxrc+MryYQGRPIkKEDGTNuCB990j93GyRmXZ/WBnmMlcQkw7zJOvbr1KkN4eGnuH7dMJxziqfc5JqK0byydt0WunfvUiDXnpiUTGJiMidC1LNgNm32o2GDegD079+LLVv8Adi40RdX1waFboekxGS2blU3myGhEaSlPaNKlazdPfJLvrW1NT7rF7N27RatvOyYyw+g9oVHl/a8//5wg/ILww7Xr98kIyMDRVFY8scai6gLGRkZ3L//wKx2eK2iU6G3RyqVim7dOuPjYzjImGSszGxtck73iJyoV68W1tYqwsNPGco1Q7uc3Q7/5pjIqw4uGh3M6Qtz28C1gGyQUxudlJjMlmxtU7lyWSuKEpOSca6g++xmT/LVFD191HKznpXsSpXKU1z++st3nDt3kYULje9ZbowbyTcorzNxobx9eW6m5P05HKCNVysO7TpM+t98jrYEHSwBc9vB3PL/6zpczdavc3RyIDl7H/tqil7bYOyefeb0eR48eEjt2q8/l86g6Vs66bd5xvpymWmy6+DoZM/adb/zkU7fsnGTN2nYsB6xccHs3edDteqV2blrnUXKl0jySn4MboYBjYQQJYEnwFHUg5wtgEeoByIPCyEigAFAReB1oC4QoDk+Bf3Zkr8D0YqiZA54NgECFUW5oSjKU2C9TlpnYLcQ4hQwHsh8pfhS4H3N3x8Ay3K7ECFEP43uc4yd//nnn6e4ubndUhSlV5Eipend2xvfHfpvQfXdsUc7S6RHDw8OBB7WHu/d2xtbW1sqVapAtWqVORESTkhoBNWqVaZSpQrY2NjolWlvn9WAd+3aiZjYeAC2++7GrXkTVCoVxYoVpZFLffbsOkCVqpV4raIzNjY2vN3Dg11++m+x3em/j3feexsA726dOHTwGAAeHd+jQd02NKjbht9+Wc68H35jyaLV2nw9enqyaWPel6QDXIo8zyuVHCjrXB6VjQoXr2ZEBej/SuZcpxLvffMRvw6ezV+37hmU4dq1OaG+f29JOqh/KatWrTIVK6pt26uXF35+AXpp/Pz20rdvDwDefruLdm8kO7tSbN68jKlTZ3P06PP9wlhQcqdNG4edXUnGjZvxXPqcDIuiatWKWXWjpwc7/fXrxi7/fbzbtzsA3t07EaSpG13c36V+ndbUr9OaX39Zztzvf2Xx76tylZm9Xvfp7c2ObLGyw0Ss7Nixhz5GYiWTPn26GV1uZ0xufsRoTlSrVln7t5enO6dPny+Qa7927QaJiVepUaMqoN5PLS7uDABXk6/RsqV6j9Q2bdw4e+5iodth2/bd2j0Bq1evgqIoVHzNOd/lL170A3Hx55j/o/7LByzBD+7urRk3bijd3x7Io0fq5TUF5QdTdtC9Z3Tz7kxMzGmz1wVbW1v27g0yqx3CwqIKvT1q164Fp0+f09suJpPMe0SmPr16ebFjh/49YseOAPr16wmo7xGBgUeM2js7vXt7G521CeZpl7Pb4d8cEy+iQ2H74t9qg5za6O1G2ibdFwplj8vevb2NxqVWn7c9CAzM/Rl1xvTx2NmVYuzYabmm1eV05GmcKzthX8Eeaxtr2nq35khA3tqBTNp5t2Xftr+/HNwSdLAEzG0Hc8v/r+sQFhZFlaqVqKjpR/Xo6Ym/3169NP5++3hX06/r1r0zBw+q35NQsaIzKpUKgAoVHKleowqXLic+l3y1DpFUrZalQ8+eRvqW/gH07afWoXv3bH3LTcuYNnU2x46FadMvWbyaalWbULuWG+3b9eLc2Yt07mT4BnpLkC+R5BXrFy1AUZQ0IUQCMAg4AkQBbYCqwEUgQFGUd3XzCCHqATGKojTFOEeANkKIHxRFydyEwdTE84XAXEVRtgshWgPTNXpdEUJcE0K0RT042tdE/kyd2gOTgVaKopjaYfgZMBzYHR0VyPIV64mNPcP0aeMIDYtkx44Ali5bx4rlC4iPDSY19Q7v9VMvJY+NPcPGjb6cijzAs/R0Ro6arH2z5ajPpuDv9ycqKyttmQCrVvxEufJlEEIQGRnD0GETAYiPP8fuPQcIPraDjIwMVq3wITr6NBPGzWDj1qWorFSsWbWR+PhzTJo8ivDwU+zy38/qlT78tvh7QiP2kpp6h8GDRudkEkD9psfWbZszetQXuabVJSM9g3VTlzJi5WSsVFYc2XCA5LOJeI7uzeVT54naG0aPSf0oUrwoH/0yBoDUpJv8+pF6u9MyzuV52aEcZ4/FPpdcXdLT0xk9eiq+vis1y7k3EBd3li++GMPJk1H4+e1l+fL1LF06j+jog6Sm3qF/f/WMq08/HUDVqpWYOHEEEyeOAMDLq3+eZq8WhFxbWxsmTlS/le7oUT8AfvttJcuX5/4LV3p6OhPGzmDT1mWoVCrWrPIhPu4sk6aMIuJkNDv997FqxQZ+W/IDYZH7SE29w4cDP/tbNteVOeqzKfhlq9fTpo0jTCdWli9fQJwmVvrqxIrPRl+ijMRKsWJFad+uJUOHfp6j3Ozx9KIxunrVz7Rq2ZRy5cqQcCGUGV9+z7Ll6/jm60nUqFGVjIwMLl9OYuiwiQV27Z+N/oKVKxZia2vDhYuXGTxYHTdDPh3P3LlfYm1tzePHjxkyZEKh22HZ8nUsWfwDEeH7ePo0jQ8+/IyiRYvkq/zmzVzp368nUadiCQ1Rd4C/+GIWO3fttwg//Dh/JkWKFGHXTnVMHj9+kqHDJ+a7H3Kyw6xvp1C/fm0UReHSpUSGDP3cIupCQejwPHYYOvRzGjSoW6jtkXrPQ8Ml6Znt1GeffYGv7yrNPWI9cXFnmDp1DGFhp/DzC9DcI+YTExPE7dt3tLOBAU6fPkzJkiWxtbXBy6sjnp79tG9a79nTE2/vATm2j+a0g7nrQkHFxPPWR3P7wtw2GFKANjDVRme2TeHh+0jTtE3G4tJvxxqsVFasWL6e2LgzTJs6jrCTan2WLVvH8mU/EhsbTOrtO/TrP1Sb/8zpo5QqpY7Lrl4d8fB4j3t/3WfSpFHEx5/lxPFdAPzy63KWaV54lBPp6Rn8+MVC5qyZhZWVFTvX7yLhzCUGjRvA6cgzHAk4yuv1X2fmkumUsCtB0w5NGThmAIPaDQbUb40u71ieyKNRucqyZB1yY/y0WYSER3Hnzj3adevH0A/70yOXF7M+L+a2g7nl/9d1SE9PZ/zY6WzZtgKVyopVK9X9qMlTPuPkyVPs9N/HyhXrWbRkLhFR+0lNvcugASMBaNrMhdFjPiXt2TMyMjIY89lUbt9Sr2RcuvxH3Fo0oWzZl4k7c5hvZv7IqpUbTOowdsxUtm1X9y1XrlT3Lad8MZqTJ0/h77eXFcs3sOSPuUSdCiQ19Q4D3lf3Iz/59H2qVK3IxEkjmThJrVfXPPZpLUW+RB/FjHtaWjoir3s45ViIENNRz478APVS9BDUMzo/1vzfVlGUc0KI4qhnWiYAsUB/RVGOapap11AUJUYIEQiMA1qiHiTtDpRHvRfmm8A9YD/qZebDhRDhwGBFUcKEEMuAyoqitNbo1QP14OcqRVGMj4ao0zVE/SKhToqi5OmV0Na2TmavVaWKFDe3CvQp2zD3RAXI8mvHzSrfUiiqsjG3Ctx/+sjcKlhEU29k151CxRJsYAmY2w8gfWEpWEJdUFmpzK0C6RnmXxYqY8Iy6qMl+MES7GBsH7nCpln5muZWwewERCzKPVEB06GB4V7hkv8mJ1MvmFsF0hXTb3v/L/HgYYL5G2kLpGfFrpZwG8+RjZe2m8V3+fW29EOAA3BUUZRrwGPgkKIoN4CBwFohRBTqAcqamqXlPYHvhBCRQATQTLdARVHmAieBVcA11DMyjwJ7NcczmQ74CCEOAdk34dsOlCD3JelzNOl8hBARQgjja7okEolEIpFIJBKJRCKRSCQSicXwwsvSARRF2QfY6HyvofP3fsDVSJ4I1LMzsx9vrfO37gY1yzAySKkoyjbA+NovqI96hmd8Lvq3z+m8RCKRSCQSiUQikUgkEolEYi7kvF7T5MvgpiUihJgIDCGXvTYlEolEIpFIJBKJRCKRSCQSyT+Tf+3gpqIos4BZuseEEJOBXtmS+ui8lV0ikUgkEolEIpFIJBKJRCKR/EP41w5uGkMziCkHMiUSiUQikUgkEolEIpFIJP8Y8uOF4P9W8uuFQhKJRCKRSCQSiUQikUgkEolEUqjIwU2JRCKRSCQSiUQikUgkEolE8o/kP7UsXSIpCCxharjKyvy/U1hZgA6W4Atz6yDMKl2N+b1gGTpYCfN7Q5hZh/QM+U5HgGcZ6eZWwSLaBkuICSth3ntVugXUBYnEkujQ4GNzq0BAxCJzq2ARdpDAk/Q0c6uAsIA7doWS5c2tgsQEGRbRy7FMzD8aIZFIJBKJRCKRSCQSiUQikUgkfwM5uCmRSCQSiUQikUgkEolEIpFIChwhRCchxGkhxDkhxEQj58cIIWKFEFFCiH1CiIq5lSkHNyUSiUQikUgkEolEIpFIJBILJuMf8MkNIYQK+BnoDNQG3hVC1M6WLBxwURTlDWAjMDu3cuXgpkQikUgkEolEIpFIJBKJRCIpaBoD5xRFuaAoylNgHeCtm0BRlAOKojzUfD0GOOdWqBzclEgkEolEIpFIJBKJRCKRSCQvhBDiYyFEqM4n+xvTnIArOt8TNcdM8SGwMze58m3pEolEIpFIJBKJRCKRSCQSieSFUBRlEbAohyTCWDajCYXoB7gArXKTKwc3JRKJRCKRSCQSiUQikUgkEgtGMT4G+E8jEaig890ZuJo9kRCiPTAZaKUoypPcCpXL0p+fTsDp+NhgJowfZnDS1taWP9f8SnxsMEeCfalYMWtrgM8nDCc+NpiY6CDcO2QNPHd0b01MdBDZy/xjyTzOnj5KaMgeQkP2UL9+He25Vi2bcvDwdo6c8Md35xoA2rVvwfGTuwmN2MuoMdln/qp1+2P5fEIj9hKwfyMVXtOf+evk7MDl5AiGj/wQgGrVK3Pw8Hbt51JSOJ8OHZhnQ9VuVZ/p++YzI3AB7kO8Dc63+9CDqQFzmbxzDqPWfEEZp3IA1Ghah//5z9Z+FpxeTX131zzL7dChFZGR+4mOPsi4cUOM2mHVqp+Ijj5IUNBWXntN7aO2bd04fHgHISG7OXx4B61aNdPmmT59PGfPHuXGjdg86xAVdYCYmCDGjRtqQoefiYkJIihom7aelClTmt2713HzZhzz5n2pl6d3766Ehu4hJGQ327evpGzZl/Nsk7btW3AsbBcnIgIYOdpY3bBhybL5nIgIYPd+H23dqPCaE1euRXEgeBsHgrfx/bwZeZbp3qE1p6ICiY05ZNIGq1f9QmzMIQ4Fbc9mg/XcuhnP/HlfGS1708alnAzba1yue2uiTx0kNjaY8eOMx+ia1b8QGxtM8CH9GJ0wfhixscFEnzpIB50YHT78Q8JP7iUifB8jRnyoPT592jjCQgMIObEbP781ODi8mqVDdBBxscGMN9FOrFnzK3GxwRzO1k5MmDCcuNhgoqOD9HSwsyvFunWLOHXqIFFRgbzVpBEA9evXIfiQL6Ehezh21B9XlwYFokONGlW1bVFoyB5u3Yxn5IjBemWOHv0JaU+TKFv2ZZPtmq7852krnZ0d2bvHh1NRgURG7GfE8Cw/zJg+npNhAYSG7GGn359aP+iS3/oUKVKEo4d3EBYaQGTEfqZNHWtQZnb+bt0sU6Y0e3Zv4Pat08yfP1ObvlixomzduoJTUYFEhO/j65mTctehAOLSd/sqQk7sJvzkXn5a+A1WVoaPFoVZH6Z+MYZLF0O1dbVTp7aFGg9r1vyqPX72zDFCQ/aY3QadO7UFCrdtAhg2dBDR0UFEROzn228nG8izhJjI7/t1iRIvcfz4Tu0nMTGCOXOmGb92M9ZJWR8tsz7q0ri1KysPLmNN8AreG/aOwfk3mtRj0c5f2Zewm1YeLbTHGzSrz5Ldv2k/e87549axmUF+qUP+MOWbubT0eIdu/T7N97IzsQQb/Jd1KIhnpz17NnAqKpATx3dx4vguypcvm6MO5u5btmjblN1HN7H3xFY+HjnQiHwb5i/+lr0ntrJx1wqcKjgAYGNjzawF09hxcD3bD6ylcbNGBnl/WzUXv6D1OV6/5F9HCFBdCFFZCGELvANs100ghGgI/A50VRTlel4KlYObz4f2rU716rehT59u1KpVXS/BB4PeJTX1LjVruzF/wWK+/Ub98FSrVnV69/bmjQZt8fDsy8IF6g6glZUVC378Gk+vfhgr8/NJM3FxdcfF1Z3IyBhA/eC2cOE3vNfnE5o17sKg/iOwsrJi9g/T6f32YJq6dqZHT09ef72anm793u/JnTv3cGnQnl9/Xsb0L8frnf9m1mT2BQRpv587e5FWzbvSqnlX2rToxsNHj9jhuydPhhJWgne+/JCfBn7Dlx1G49q1OfbV9AdTr8Qm8K3XRL7uPJ7wncfoPqkfAGeOxvBNlwl802UC89+dwdNHT4kNisyTXCsrK+bP/wpv7wE0bNieXr26UrOmvo8GDuxDaupd6tZtxcKFf/D11xMBuHUrlZ49P8DVtSMffTSGpUvnafP4+++lRQvDAVpTOvz440y8vQfQoEE7evc2rsOdO3epU6clCxcuYabmgffx4yfMmPEDEyd+rZdepVLx/ffT6dixD66uHTl1Kp4hQwbmWZ/vfphGnx4f0dy1C2/39KTG61X10vR9vxd37tylcYMO/PbzcqbNyKobCRcv08bNmzZu3owbbdhBy8kGXb3fp36DtvTp7W1gg0ED3+HOnTvUrtOCBQuX8PXM/+nY4HsmTpxprGi8vTtx/8GDHOV6de1P/fpt6NPHm1rZ5Q56h9Q7d6ld240FCxbzzddqubVqqmO0QYO2eHr1Y8GCr7GysqJO7df58IN3adbck0Yu7nTp0p5q1SoD8MPc32jk0gHXxh3x99/H5MmfaWPay6sfb9Rvwzsm2ok7qXepVduNHxcs5huddqJPb2/qN2iLp047ATBv7pfs2X2AevVa0ahRB+LizwLw7TeT+WrmXFxc3Zk+43u+/XZygehw5sx5bVvUuEknHj58xNZtWVufODs70r5dSy5dSsy1XcuU/zxt5bNnzxg/YQb13mhNczcvhgwZqC3z+x9+5c1GHXBxdcfPfy9TJo82qBf5rc+TJ09o796bRi4daOTiTkf31jRp/KbRevmidfPx4ydMnzGHzycaDvbPm/c79d5ojWvjTjRt6kLHjm1y1SG/4/K9vkNwbdyRhm+2p1y5svTo4WkgtzDrA8CPCxZr6+uePYGFGg99+w7RntuyxZ8tW/3NboOdu/YXetvUqlUzvLw68uab7WnQoC1z5/5mUC8sJSby8359//4DmjTprP1cvpzEtm3620QVdhudvU5u27ZT1kcLrI/Z9Rk1cwSf9/8fA9p8SFvvNlSs/ppemutJ15k1ZjZ7t+7XOx5xJJLBHT9lcMdPGd1nPI8fPybkYFie5Eodnp9uXTrw21zjz6z5gSXY4L+sQ0H2aQYMHEnjJp1o3KQTN27cylUHc/UtraysmD5rIoPfGUnn5j3x7N6RajUq66Xp2bcb9+7co33jbiz7bQ3jp44EoHf/7gB4turDwF5DmfTlaITIWpHs7tGGhw8embx2yb8TRVGeAcOB3UAcsEFRlBghxJdCiK6aZHOAEoCPECJCCLHdRHFaLG5wUwgRKIRwySXNQCHET/ko81MhxCmN0YKNvIY+k8bAOeBCWloaGzZso6tXR70EXb3cWbXKB4BNm/xo28ZNc7wjGzZs4+nTpyQkXOH8+QQauzaksWtDzp9P4OLFy5gqMzvvvtOdrVt3kpSYDMDNm7dp5PIGFy9c4lLCFdLS0ti8yY/Onu308nXxaM+6PzcDsG3rLlq2bpp1zrM9CQlXiI87a1Rmq9bNSLh4mcQrBrOFjVKpQTVuXErh5pXrpKelE+p7xGD25ZmjMaQ9fgrAhfCzvGxfxqCcN7u8RUxguDZdbri6NuD8+QQSNHbw8fHF07ODXhpPzw6sWbMJgM2b/WndujkAkZExJCerfxSIjT1DkSJFsLW1BeDEiXBSUvL0g4FWh0yf+vj44uXlrpfGy8ud1as3anVo00atw8OHjzhyJIQnTx7rpRdCIITgpZeKA1CqVAmSk6/lSZ83s9WNLZv86OzRXi9NZ492rFu7BYDtW3fRQqdu/B2y22CDz3ajNliltYGfgQ0ePzGcef7SS8UZNeojvv12Qd7kbthmXG5mjG72o40mRr283A1i1NW1ATVrVuP48XAePXpMeno6h4KO4e3dCYC//rqfpVvxYiiKYhDT6zdswytbTHuZaCe8vDqy3kg7UbJkCdzcmrB02VoA0tLSuHv3HgCKolCqVEn+z955x0VxfAH8uxxgiYo10uw9iYoCVmwoWABLbEnUqNEUS2yx/uyJGhNjjzFRYzeKGhugAoqKWBEBBQR7oVlBo7FQ9vfHHecdx1EicGcy33zuE9ydmff2zZu3u7NTACwsShKfcLdAdNDE2dmJ69dvcft2nPrYTz/NYsr/5iLLMo0b1c8xruU1ViYm3iM0LAJQdh5ER1/BxtpStx7eKY4sa0/XyE2czas+AM+eKTfwMzMzxdTMTEeuJm/im+o28UK7TTx//oJjx04CSp8IDYvAxsYq9zrkU7vMsL+pqSnm5rp2KAj7Z+cPmTFEe8igVy8PPD33GtwGBWWH7GLTl19+yo8LVvDqlfL+nfnFzRjbRH7crzWpUaMq775bjqCgs1rHDe2Tly5dEf5ohP6oSV27OsTdjCfhdgKpKakE7D1KS9eWWmkSY+9y/dIN5PR0veW0cWvNmSPBvHyR42w+ocM/xMGuPhaq57CCwBhs8F/WoaCenfKCod8tGzR+n1s373DnVhwpKan47PGjfee2Wmk6dG7DLk9vAA56HaZ5qyYA1KxTnZOBynvgowdJPHn8F/XtlF0txd8pxuBh/fll0Zp/apr/JOnIRv/LDbIs75dlubYsyzVkWZ6rOjZDluV9qr87yLJcUZZlO9Wva/YlGmHnpoH4Q5bl+rIs2wE/Aov0pNPa1Sk2LgHrTA9u1jaW3IlVdgCmpaXx+PETypUrg7X16+PqvDaWWumzKvO7bydxPsSfhQtmqTvaatWqTunSFuzbv5mAwN30/bg7VlaWxMUlqPPFxyXqTM20sq5IXGyiWrcnj59StlwZihcvxuixX/Dj98v1GujDXm78ucNb7/nMlK5YlqT41w+OSQkPKV1Rt/Myg5Z9nIk8GqZz3MGjJcH7TuRarrW1JbGxr+0QF5eAjY1lFmle19GTJ3/pDMPv0aML4eGR6ofgvKBZfoYO1tYV9abRp4MmqampjBo1lXPn/Lhx4xz16tVi3bptudLHyqoi8ap6B4iPT8Qqkz5WVhXVneUZ+pQtq9SnchVbAo7vYd/+zTRrnu13B63ru5PJBplfcvJqA4BZMyewZMlqnj/P+gufjbUVsXc06z8R60wvEjYaPpKWlsbjJ6o2amOl7TuxidhYWxEZFUOrVk0pW7Y0xYoVpVMnZ2xtrdXpvp09kWtXz/Lxxz2YPfsnrG1061/n2vXECZusfMfGkurVq/DgwUN+X7OY4LO+/PbrAooXLwbAN+NnMv/7aVy/FswP86czbdr3BaKDJn37dMPTc4/63+7uLsTHJXDhgnLZBkvLd7ONa9nJ1xcrNalSxRa7hh9w5myo+th3307ixrVgPv64B7NmL9ArKz/1MTEx4VywHwlxFzh8OJCzwaHo4018MzdYWJTCza0DR44E6U1TUO0SwNtrM7F3Qvnr6TN27fLRLrOA7J9BVv4wfNhgzof4s3rVQmrVql6o7SEDJ6em3Lt3n6tXbxjcBqVLWxR6bKpdqzpOTk04EeTF4UM7cbBvqCXLWNpEft+vNenbtxs7dnjpyi3kGJ1Bhk+my7LwRyP0R00qWJXnfsLrj+r3E+9TwSr7aatZ4dy1LQGZRrHlFqGDcWAMNvgv61CQz06rVy3k7JmDTJkyOkcdDPluaWn1Lglxrzs+E+PvUtGqglaaipYVSFSlSUtL4+mTp5QpW5roiMt06NwWhUKBbWVrPmhYDysbpe5jJg9j7S+bef5c/0dCgSAvvHHnpiRJEyVJGqX6e7EkSQGqv9tLkrRZkiRXSZJOSZJ0XpKkHZIklVCdt5ck6ZgkSSGSJPlKkmSVqVwTSZI2SJI0R/XvwZIkXZYk6RjQUiOdhyRJZyRJCpUk6ZAkSRVVea9IklRBo6yrkiSVz+oaZFl+ovHPd9CzUxNZ7OqUeYSK5jDr12n0HZf1HgeYOu173v+gNc2au1GmbGkmTlCur2FqqsC+cQM+6vU5vXp8xviJI7C0eldvOdnrJjN56ihW/rxOPQopM2ZmZnTq4sze3QeyPJ8V2V1XZpp0b0WVBtXxX6U90rhUhdJY16mc6ynpSrm6x3Jrhwzq1avFnDmTGTkyb2sj5bb83KbRxNTUlC++GECzZl2oVs2BixcvMXGi7npQ+aoPMncT72H3flucW3Vn+v++57ffF1Ki5Dv5JFM3X3Y2aNDgPWrUqMK+fQezkZtzmfrbYtZ5o6OvsuCnXziwfyveXpu5cDGK1NRUdZoZM3+kRs0mbN26m+HDBr9B/evXzVShoFGj+vz220Ycm3Tk2bO/mThxJABffvEp4yfMonoNR8ZPmM2q3xYWiA4ZmJmZ4e7uys4/lR87ihUrypTJo5g1+6ccys4f+e+8U5ztnqsZN36PrpdLAAAgAElEQVSm1ojN6TN+oFoNR7Zu3c2I4YNzIevN9UlPT8fB0ZUq1RxwdGjE++/X0Un7unzdY28aFzJQKBRs2rSCFSvWcuPG7Wx0yP92mYG7R3+qVHWgiLm5erRA3uTmnz/8+ttGatdtgb2DK4mJ9xgwoHeByc/cHjT5qG93tnnuzab8wrPBgh9nFHpsUpgqKFPagpZOHkyePIc//tCeBvz2tIl/pgNA795d2b5ddxZVYcZoTTJ8UvijcfqjNllfe14o+25Zqtetxtlj5/KWUehgZBiDDf67OhTUs9OgQaOwd3DBuX1PnFo2oV+/nm+oQwG+W76B/J1/7CMx/i67D21i6pxvOB8cTmpqGvU+qE2VapXw339Er44CQV7Jj5GbgUDGir0OQAlJkswAJ+AiMA3oIMtyY+AcME51fjnQS5Zle2AtoLkQhCmwBbgsy/I0VcfnbJSdmi6A5rTxIKCZLMuNgG3ARFmW04HNQD9Vmg5AuCzLD/RdhCRJIyRJuoZy5OaorNKMGDHCPigoqLckSefS059ha2OlM3w7LjaBSqpRXQqFAguLUjx6lERc3OvjgDJv/F2t9OrjqjIzpkG/evWKDRs8cXRQTjuKi0vA1+8If//9nEcPkzh1MpgSJYprTXWxtrHUmUYdH5eIja2lWrdSFiVIepSMvUNDZn03kbCII3w1fBBjv/mKoV/0V+fr4NqaC2FR2a4FkpmkxIeUsX79Na2MVTke30vSSVe3ZX06jezByqE/kvoqVeucvXtzwnzPkp6almu5cXGJ2Nq+toONjRXx8ZnqKC5BPfJOoVBQqlRJHj1KVqW3xNNzFUOHjsvDA2hmHRK0RvbZ2Fipp7vnRoesaNhQ6fLXr98C4M8/vWnWTHdB5qyIj0/E2vb1F0Zra0sSM+kTH5+IjcpuGfokPUrm1asUklR6hYdFcvPGbfV6k9mR2d9tbKyIz9xW4hLzZINmTe1p1KgBMTEnCTi8i1q1quHnt10rTWxcAraVNOvfkoT4RN00GtdqUaoUjx4lExeboO07tpbEJyjzrl+/jabNOtO+Qy+SHiVz9eoNHf22ee6hR4/OqnJyuHY9cSI2K9+Jv0tsXAKxsQnqkYF/7vKhkV19AAYM6M3u3fsB2LnTC0dHuwLRIYNOndoRGnqRe/eU4bRGjapUrVqZkHP+XLl8GltbK+Z8N4UaNaqq8+RHrATlg9gOz9Vs3bqbPXuy/tiyddtuevTooldWfuqTwePHTzgWeJKOrm2z1AnezDdzYuUvP3D16g2WL/8923QF0S41efnyJd4+/ni4a0+VKij76/OHe/cekJ6ejizLrPl9C5Wr2BRae8hAoVDQvXtnduzYZxQ2KKi4kF1siotNYLdKp+BzYaSnp1O+/OsZHMbSJvL7fp1B/fr1MDVVEBp6UVduIcboDDR9UvijcfqjJvcT7lNBY+BCBcsKPEjM/XM4QDuPNhw/eIK0PDxHCx2MD2OwwX9Zh4J6dopXxZenT5+xzXOPekNQfToY8t0yMf6uerQlgKV1Re4lat9jEhPuYalKo1AoKFGqBMlJj0lLS2Pe9EV0bfcJwz79hlKlSnLr+m0aOTTg/Yb1OBLixTbv36laowqb9/ymV1/Ba2RZNvqfociPzs0QwF6SpJLAS+AUyk7OVsBzlB2RJyRJCgMGAlWAOsAHgL/q+DSU279n8BsQkTH3HmgKHJVl+b4sy68Aze20bAFfSZIuAhOAjC3F1wKfqv7+DFiX3UXIsrxCluUawCSVPjqsWLFimpOT00NZlnsXKVKaPn264eWtvcGOl7efepRIz55uHDl6Qn28T59umJubU7VqJWrWrMbZ4FCCz4VRs2Y1qlathJmZmVaZlpavA3jXrp2IjIoGYJ+XL04tm6JQKChWrCj2Dg3xO3iE6jWqUrmKLWZmZnzY042DPoe1dDuw/zAfffIhAN26d+L4sdMAuHX8BLsP2mH3QTt+/WU9ixf+yppVm9X5evZy58+duZ+SDnAr/BrvVrWinG0FFGYKHDxacMFf+yuZ7ftV+WTe56wc+iN/PXyiU4Zj15ac88r9lHSAc+fCqVmzGlWqKO3Zu7cHPj7+Wml8fA6pv459+GEX9XpIFhal2LVrHTNm/MipU//8626GDhl12ru3B97e2jp4e/vTv38vtQ5Hj57Mtsz4+LvUrVtL/SDevn0roqOv5kqf0JCLVK/+2jd69HTj4H5t3zi4P4CPPlYu+Ny1eyeOHzsFQLlyZdSL9FepWonqNapy8+YdckJpg6qv/bp31yxtMEBtAzeOHs2+rlet3kS16g7UqdMC5/YfcuXKDVxd+2QhV7s9ZSk3o41qyPX29tdpo8HByqUSMnYwrFTJmu7dO+OpGo2l2dHr7u5KTMw1nTbdt083vDPFCW89ccLb24++WcSJu3fvExsbT+3ayo2gnJ2duHTpMgDxCXdp3Vq5Rmq7dk5cvXqjQHTIoG/f7lrTHSMiorGxbUit2s2oVbsZsbEJNHboQOVKNlnGtQzyGitBOX3nUvRVlixdpVWWZj14qOpBk+zi7D/Vp3z5slhYlAKgaNGitHdupSNXkzfxzeyYPWsCFhal+OabnDf7Koh2+c47xdX3KoVCQaeOzsTEaMemgrA/6PcHzXtn926dCQm5UGjtIYP27VsRE3NVvVyMoW0QGRlT6LFp3z5f9SjeWrWqY25uzoMHj9SyjKdN5O/9OoM+fbplOWoTdP2hsH1S+KNx+qMmMeEx2FazwbKSJaZmpjh3a8tJ/9z5XgbtuzlzeO8/n4otdDAOjMEG/2UdCuLZSaFQqKeMm5qa0qVzeyIjY3LQwXDvlhdDo6harRK2la0xMzPFrbsrhw8e00pz+OAxPuyr3FCyk0d7TgcFA1C0WFGKFS8KQMs2TUlLS+Pq5Rv8sX4nTvU70c7eg4/ch3Dz2i36d/8yW50FgpwwfdMCZFlOkSTpJjAYOAlcANoBNYAbgL8syx9r5pEkqT4QKcuyvl1LTgLtJElaKMtyxiIM+rqAlwOLZFneJ0lSW2CWSq87kiTdlSTJGWXnaD89+TOzDVip55x6V6eIC0dZv8GTqKjLzJo5nnMh4Xh7+7N23TY2rF9GdFQQSUnJfNJfOZU8KuoyO3d6cTH8CKlpaYwaPZV01WLHo8dMY7/PHyhMTNRlAmza8DPlK5RFkiTCwyMZPkK5q3d09FV8/Y4QdNqb9PR0Nm3YQUREDBPHz2bnnrUoTBRs2bST6OirTJk6mtDQixzcH8DmjTv4dfVPnAs7RFJSMkMHj83qGrUoVqwobZ1bMnb09FyaT0l6WjrbZqzl641TMVGYcHL7ERKuxOI+tg+3L17jwqEQek7pT5HiRfn8l3EAJMU9YOXnPwJQ1rYCZazKc+V0VJ7kpqWlMXbsDLy8NqJQKNiwYTuXLl1h+vRxnD9/AR+fQ6xf78natYuJiDhGUlIyAwYopyx99dVAatSoyuTJXzN58tcAeHgM4P79h8ydO4W+fbtRvHgxrl49zbp125g7d4leHcaMmY6X1yaVDp5cunSZGTPGERJyER8ff5UOS4iMDOTRo2Q+/XSkOn9MzAlKliyJubkZHh4dcXfvT3T0FebOXcKhQztISUnl9u04Pv98XK5tMnnCt+zY/TsmCgV/bNpJTPRVJk8dRdj5CA4eCGDLxh38smoBZ8P8SU56zOcq32je0pHJU0eTmppGeloa48fMIDnpca5kjhkzHW+vzSgUCtarbfAN50Mu4O3jz7r121i3dglRkcd59CiZAZ++ngoRE3OSUho2cHPvR3R01ptdZSXXx3sLJgoTNqz3JOrSZWbOGE/IeWUbXbduG+vXLSUqKoikR8n0H6Bqo5eUbTQ8PIC01DRGj56mbqOe21ZRrlwZUlJSGTV6KsnJShvMnTOF2rWrk54uc/t2LCNGTiEtLY3RY6bhk6lNz5w5nhCNOLF+/TIuqeJEP404sWOnFxeyiBNjxk5n44blmJubcf3GbYYOVdb/sK8msGjRt5iamvLixQuGDZtYYDoUK1aUDu1bM3z4pBzrIau49iaxsmULRwb078WFi1GcC1a+AE+fPp8DBwOYN3cKtWvXID09ndu349SxsiD1sbKqyNrfl6BQmGBiYsLOnV747D9UIL4JcDnmFKVKKdtEV4+OuLl9wpO/njJlymiio69w9oxyuYZfVq5nnWozDX065Ge7fPQoiT93rqVIEXMUChOOHj3JqtWbdeQWpj/M/34aDRu+hyzL3LoVy/Dhk7Cz+6BQ24NyzcO9RmODYcMnFXpsWrd+G2tWLyQ09DApr1L4bMgYo20T+X2/BujVy51u3QbqlVvYMVrTJ4U/Gqc/auuTztLpy1mwZT4mJiYc8DzIzcu3GDx+IDHhlznpf4o6DeswZ80sSliUoLlLcwaNG8jg9kMBsLStSAXrCoSfupCjLKHDmzFh5nyCQy+QnPyE9t37M3zIAHrmsDlsXjAGG/yXdSiIZ6fbt2Px9tqMmZkZCoUJAQFB/L72jxx1MNS7ZVpaGrOn/Mja7T+jMFGwc+tersZcZ/Skr7gYFkWAbyA7tuzlp1++49DZPSQnPWbsF8od48uVL8Pa7T8jp8skJtxj/PC89SkIBHlByo9ho5IkzUI5OvIzlFPRg1GO6PxC9X9nWZavSpJUHOVIy5tAFDBAluVTqmnqtWXl9u9HgfFAa5SdpD2ACsBpoDHwBAhAOc18pCRJocBQWZZDJElaB1STZbmtSq+eKDs/N8myrPdtXJKkWrIsX1H97QHMlGU5251TTM1tDDfeVkWpIsUNrQJ9yzXKOVEBsv7uGYPKh9yvvVWQlDAvamgV+OtV1pv8FCbGUBfGoIOhERZQYpLVIkyFTFZrIBUmadnsWFpYGL4WjKNNGIMdDO2PACaSYffSTEs3/NRY4Y9KjMEfW1Soa2gVBIB/2KqcExUwLnZfGFoFAXDqgf4RlIWFZAQRslLJCjknKmCu3A8xvCGMkI6VOhvDbTxbfO8cMEjd5dcT3nHACjgly/Jd4AVwXJbl+8AgYKskSRdQdlDWVU0t7wX8IElSOBAGtNAsUJblRcB5YBNwF+WIzFPAIdXxDGYBOyRJOg5kXlNzH1CCHKakAyMlSYpUTZEfh3L6vEAgEAgEAoFAIBAIBAKBQCAwYt54WjqALMuHATONf9fW+DsAcMwiTxjK0ZmZj7fV+FtzgZp1ZNFJKcvyXmBv5uMqGqIc4Rmdg/6jszsvEAgEAoFAIBAIBAKBQCAQCIyPfOncNEYkSZoMDCP3a20KBAKBQCAQCAQCgUAgEAgERodsFIvLGCf/2s5NWZbnA/M1j0mSNBXonSnpDo1d2QUCgUAgEAgEAoFAIBAIBALBW8K/tnMzK1SdmKIjUyAQCAQCgUAgEAgEAoFAIPgXYNgtIwUCgUAgEAgEAoFAIBAIBAKB4B/ynxq5KRAIBAKBQCAQCAQCgUAgELxtpIs1N/UiOjffYp6nvjK0CqSKxoUkSYZWwSh0SE9PN7QKFDMrYmgVeJ7y0qDyjaFFmhiDP8rGYAnDk2bgdmlqojCofIC09DRDqyAwIlIN7A+Gj47GEaNlI4jR4j4hyMDF7gtDq4B/2CpDq2AUdjA0xhCbjGHDmBuPEw2tgkCQZ8S0dIFAIBAIBAKBQCAQCAQCgUDwViJGbgoEAoFAIBAIBAKBQCAQCARGjDGMLjZWxMhNgUAgEAgEAoFAIBAIBAKBQPBWIjo3BQKBQCAQCAQCgUAgEAgEAsFbiZiWLhAIBAKBQCAQCAQCgUAgEBgxYrd0/YiRmwKBQCAQCAQCgUAgEAgEAoHgrUR0bgoEAoFAIBAIBAKBQCAQCASCtxLRuZl3OgEx0VFBTJwwQuekubk5f2xZSXRUECeDvKhSxVZ9btLEkURHBREZEYirSxv18Y6ubYmMCCRzmb+vWcyVmFOcC/bjXLAfDRu+rz7XpnVzTp/eT0iIP35+ngC4uLQhPDyAiIhjjB8/LEvdNm36mYiIYwQG7qFyZaVuzs5OnDjhTXCwLydOeNOmTQt1nr17N3DmzAFCQvxZtmwuJia5d5n329jx3eGlzD26nE7Duuucdxnizmz/xcw88BPjtsygrE159bmy1uUZs3Ea3x5azGz/xZSzrZBruVoyCsAmhpI7a9YErlw5xf37UTnKd27filPnDnI21I9RYz/PQr4Zq9ct5myoHwcPb6dSZRsAKlW24XZiOEeO7+HI8T0sWDxbncfzzzUcCdrL8dPeLFg8O0tfcHVtS0REIJeigpigp31s2bKSS1FBnMjUPiZOHMmlqCAiIgJx0WgfVy6fJvT8Ic4F+3H61H718QYN3uN44D5Czx9i9+71lCxZQkdeB5fWhIQeIuxCAGO/+SpLfdZtWEbYhQACju6issoO9vYNCDrlTdApb06c9sHdw1Urn4mJCcdPerF95xqdMgvKDhYWpdi2bRUXLx7jwoWjNGtqD0DDhu8TdNxLbR9HBztAf1zR1CGvsWr1qoXEx4YTFnpYp7wRwwcTGRFIeFgA38+bqmuPi8eIigpiwng99tj8C1FRQQQdf61L2bKl8fPdzqOHMSxZMkcrz7ezJ3Lt6lkePYzRKS8r8tseRYoU4dQJb0LO+RMeFsDMGd/kqEN+26FYsaLs2bOBixeOEhZ6mLlzphTKtUPufWHu3P/pnHdxacOFC0eIjAxk/PjhWeqzadMKIiMDCQzcq2UHX99tPHhwicWLv1WnL1HiHc6cOaD+xcaGsWDBTK0y87tN1q5dQ31vPhfsx8MH0Yz6eigAW7asVB+/cvk054L9CqQebG2tOeS3g4sXjhIeFsDXI4eo08+YPo5bN86p9ejcyblA7AD6YxMofSEiIpCwsAC+/147Lqj1+Re0ibzURSdjqIt5xlEXxuCPxtAu9dGkrSMbj61jS9AGPhnxkc75Bk3rs+rASg7f9KWNWyv1cbsWDVnj+6v653d1P04d8/YcK3QwPh2yY9q8RbR2+4ju/XWfdfMLY7BBYerwT2MiwMQJI4iKCiLi4jGt+DRy5BBCzx8iLPQwX3/9OjZ8//00Ll44Ssg5f3ZsX4OFRalC1yGDlSt/5NXLWK7EnCrwvo6NG5YTGRFIWOhhVq9aiKmpcsXE0qUt2LljDcAF4CzwgY4i/2Hkt+A/QyE6N/OGAlgBdK7fsB19+3anXr1aWgk+G/wxSUmPqfueE0uWrVY/QNarV4s+fbrRwM4ZN/d+LF82DxMTE0xMTFi2dC7uHv3JqsxJU+bg4OiKg6Mr4eGRgPLBbfnyefTuPRR7exf69RuOiYkJS5Z8R7duA2nUqAO9e3elbl1t3QYN6ktS0mM++KANy5f/zty5kwF4+DCJXr0+w9GxI59/Po61axer8/TvP4KmTTtjb+9ChQrl6NnTLVeGkkxM+OTbISwdNJcZLmNp0rUlVjVttdLcjrrBXI9JzO48npADp+k1ZcBrOy4aie+qfczoMJZ53abw14PHuZKrSUHZxFBy9+8/RKtW3XIlf/7CGXzUaygtm7jRo6c7tevU0ErT79PeJCc/oUkjV379ZT0zZo9Xn7t54zbtWnWnXavuTBj7uoNgyKDRtHPqRqtm7pQvX4auPTrpyF22dC4eHv1p0LAdH+lpH8lJj6n3nhNLl61mnkb76NunGw3tnHHXaB8ZdHDpjYOjK82ad1Ef++3XBfxv6jwaNe7A3j0H+OYb7U5kExMTFi6aTc8eg3G070iv3h7UqVtTK82nA/uQnPwEuwbOrPh5LbO/mwRAVNRl2jh1w6m5Ox92H8TS5XNQKBTqfMNGDOZyzDW99i8IOyxe9C1+vkeoX78N9vYuXIq+AsD386by3ZxFODi6Mmv2T8z/fmqOcSVDh7zEKoCNG7fj5t5P55rbtmlBV4+ONGrcgYZ2zixa/KuWPZYunYNH1wE0bNiOvn27US9Texg8+COSkh/z3ntOLFu2mnmqDrEXL14ya/YCJk3+Tkemt88hWjq5Z1kH+uokP+3x8uVLOrj2wd7BBXsHVzq6tqVpk8bZ6lAQdli8+DfqN2iLY5NONG/uQMeO7Qr82iH3vrBkyW9Z2qFbt4HY2bWnT5+s42Ny8mPef781y5evYY6qU+TFi5fMnr2QyZPnaqV/+vQZTZt2Vv9u345j794DOjbIzzZ5+fI19b25SdNO/P33c/aoZPbrN0x9bvfu/ezes79A6iE1NZUJE2dTv0FbWjp5MGzYIK0yly5brdbjwMGAQo9Nbdq0wMOjI40bd8DOzplFi37VkvVvahN5qYuDxlAXiw1fFwa3waJfDe4LBw4G6NhM0z6j53zNpAH/Y2C7ITh3a0eVWpW10tyLu8f8cT9yaI92OWEnwxna8SuGdvyKsX0n8OLFC4KPheiVJXQwfh1yonsXF35dNCfnhP8QY7BBYerwJjGxXl1lbLCzc8bdo796cND779VhyGcf06KlO/YOrnTp0oGaNasBcPhwIHaN2mPv4MKVK9eZNHFkoesAULmyDR9/1IO4uARatela4H0dW7fu5v0PWmPXqD3FihVlyGefADBl0tcZ/R4NgE+BpXorSyDQwOg6NyVJOipJkkMOaQZJkvRzAcjuJUmSnI38JsBV4HpKSgrbt++lq0dHrQRdPVzZtGkHAH/+6YNzOyfV8Y5s376XV69ecfPmHa5du0kTx0Y0cWzEtWs3uXHjNvrKzMzHH/Vgz54D3LkTD8D9+w9xdLTj2rWb3Lx5h5SUFHbs8MLd3UUrn7u7C1u2/AnArl37adu2JQDh4ZEkJNwDlJ06RYoUwdzcHIC//noKgKmpKWZmZshy7nriq9nV5P6tRB7cuUdaSirBXiewc9U2a8ypSF69eAXA9dDLlLEsC4BVTVtMFAouBV0A4OXfL9Tp8kJB2cRQcs+eDSUx8V6O8hvbN+Dm9VvcuhlLSkoKe3b50NmtvVaazl2c8fxjNwBee3xp1aZ5juU+/esZ8NoXyOQLmX3Zc/tePDL5soee9uHh0RHPLNpHdtSuXYPjx08DcOjwcXr06KJ13sGhIdev31LXw587vXHLVA9u7h3YqqqHPbsP0Lat8ivu8+cvSEtLA6BokSJal2ptbUnHTu3YsN4zS70Kwg4lS5bAyakpa9dtBSAlJYXHj58AIMsypUqVBMDCoiTxCXdzFVfyGqsAjged4VFSss41f/nlp/y4YAWvXinb6f37D9XnMtqDpi4emUbCatljlw/tVLr8/fdzTp4M5sWLlzoyz549n6v2ALp1kl/2ePbsbwDMzEwxzSE+FoQdnj9/wbFjJwGlT4SGRWBjY1Uo1/5PfCErO+zY4ZWlHTZv3gko42O7di217PDy5YusjQzUqFGVd98tR1DQWb02yO/Y5OzsxPXrt7h9O05Hn169PPD03Fsg9ZCYeI/QsAhA2cEbHX0FG2tLvbYp7NiUV194m9uEqIu814Ux2MAYfEEfde3qEHcznoTbCaSmpBKw9ygtXVtqpUmMvcv1SzeQ09P1ltPGrTVnjgTzMov7qNDh7dEhJxzs6mOhehYsCIzBBoWpw5vERA8PV53Y4OhoR926NTlzJlT9jnE88DTduikHihw6FKh+7zhz5jw2NlaFrgPAmtWLCA+PJCUllZSU1ALv69D8wBMcHIatrfIeUa9ebQICgjJORQNVgYp6K0wgUGF0nZuGQpKkksAo4Ew2yWyAOxn/iI1LwDrTA4u1jSV3YpWdjmlpaTx+/IRy5cpgbf36uDqvjaVW+qzK/O7bSZwP8WfhglnqTq5atapTurQFvr7bOHHCm08++RBra0tiYxPU+eLiErCxyaSbtSWxGro9efIX5cqV0UrTo0cXwsMj1Q9/APv2beT27fM8ffqMXbv2kxtKVyzLo/jXD89JCY8oXbGc3vROfdoTcTQUgIrVrXj+5BnDfh3PdJ8f6TVlAFIepsNnUJA2MUa5GVhZVyQuLlH97/i4u1hZad8PLK0qEheXoCW/bFml/MpVbAk4vpu9Ppto1txeK9/2XWu4dO0kT58+Y98eX+1rsnl9TerrzmX7sLHWzWutspksyxzYv5Uzpw8wdMjrkWKRkTHqm3yvnu5UsrXOZAfteoiPS8A6kx2srCuq06jtoKoHB4eGnAk+yKmzBxgzapr6oWP+j9OZMXU+6XoenArCDtWrV+HBg4f8vmYxwWd9+e3XBRQvXgyAb8bPZP7307h+LZgf5k9n6rTvc4wr2emgL1ZlR61a1XFyasLJIC8CDu3E3r6h+pyNtRWxdzTbQyLWmTobbDTqKi0tjcdPnui0hzehoOxhYmLCuWA/EuIucPhwIGeDQ/XqUNB2sLAohZtbB44cCdI6bnhfaKAtKysft66oN42++KiPvn27sWOHl871FURsUsvs0w1Pzz06ujg5NeXevftcvXqjwOuhShVb7Bp+wJmzr31w+LDBnA/xZ/WqhZQubVHosam2yhdOBHlx+NBOHDTiAvx728TbUBf2RlAXhraBg31Do/AFfVSwKs/9hNcf8O4n3qeClf7naH04d21LwB79I0SzQ+hgPDoYGmOwQWHq8CYx0drGSvs9MDYRG2srIqNiaNWqKWXLlqZYsaJ06uSMbaZ3F1DOXvH1PVLoOri7u/D38xdcunRFna8w+jpAOXCmX7+e+PoeAeDCxSh6dFcPWmkCVAG0p4D+h0mXZaP/GYo37tyUJGmiJEmjVH8vliQpQPV3e0mSNkuS5CpJ0ilJks5LkrRDkqQSqvP2kiQdkyQpRJIkX0mSrDKVayJJ0gZJkuao/j1YkqTLkiQdA1pqpPOQJOmMJEmhkiQdkiSpoirvFUmSKmiUdVWSpPLo5zvgR0D/kBCQMh/IPFJHknSSIMv6jst6jwNMnfY973/QmmbN3ShTtjQTJyjXJjM1VWDfuAE9egyma9cBTJkyCiurd/WWk71ur9PUq1eLOXMmM3Kk9rpIXbt+SrVqjhQpYq4e2ZYTWYjSGemXQdPurajaoDq+q/YBYKJQUNOxHp8z9hYAACAASURBVDvmbmRu18mUr/wuLXu1zZXcnHTIL5sYo9zclp1dmruJ92j0fjucW/Vg+tT5/LpmISVKvqNO0+fDoXxQ24kiRcxp1aZZPsnNPm+btt1p0rQT7h79GTZsEE5OTQH4/ItxDPtqEGdOH6BEyXd49SolkyydInX10W3Saj89dy6cpo6daNu6O9+MH0aRIuZ06uTMg/sPCVONysiKgrCDqUJBo0b1+e23jTg26cizZ38zceJIAL784lPGT5hF9RqOjJ8wm9W/LSywutCHqamC0qUtaOHkwaTJc/jjj5UacnTT57U9vCkFZY/09HQcHF2pUs0BR4dGvP9+nWx00D2WX3ZQKBRs2rSCFSvWcuPG7TyXWZC+sGXLL/mkT+78oXfvrmzfvi+fZOac18zMDHd3V3b+6a2T7qO+3dnmubfAdXjnneJs91zNuPEz1bMtfv1tI7XrtsDewZXExHss+HFGoccmhamCMqUtaOnkweTJc/jjD+2p0P/GNvH21MVKrfyGqAvD2+BXo/AF/WQtNy+Ufbcs1etW4+yxc3nLKHQwQh0MjTHYoPB0eJOYqC9vdPRVFvz0Cwf2b8XbazMXLkaRmpqqlW7ypK9JTU3jj627ClWHYsWKMnnSKHbu9MoyX84y/1lfRwY/L5/H8eNnCDqhnHXzw48/U7qMBUAY8DUQCqQiEORAfozcDAQyVux1AEpIkmQGOAEXgWlAB1mWGwPngHGq88uBXrIs2wNrAc1FtEyBLcBlWZanqTo+Z6Ps1HQB3tNIGwQ0k2W5EbANmCjLcjqwGcgY5tUBCJdl+UFWFyBJUiOgkizLum8nGowYMcI+KCiotyRJ59LTn2FrY0VCwl2tNHGxCeoRZAqFAguLUjx6lERcXILWyDJbGysS4u9qpVcfV5WZMeXy1atXbNjgiaODcipcXFwCvn5H+Pvv5zx8mERQ0FlKlHhHPZQbwMbGivj4TLrFJai/zigUCkqVKsmjR8mq9JZ4eq5i6NBxOi8CAC9fvsTb219nOLw+khIfUdb69de0MlZlSb73SCddvZb1cRv5IT8P/YHUV8qYlZz4kDtRN3hw5x7paemE+QVT+YNqOnlzIi4usUBtYmxyM4iPS9QaKWptU1Fn+m5CfKJ6eliG/KSkZF69SiFJNdX0QlgkN2/cpkZNbdu/fPmKg/sD6NxFe6p7XGyC1hdIGxsr4nPZPmLjdPMmqGyW0R7u33/Inr0HcHRUbpgTE3ONLm6f0LRZZzw993L9+k0dO2jWg7WNFQmZ7BAf/zpN5nrI4HLMNZ49+5v33qtD0+b2dHZrz8WoQNZtWEbrNs1Z/fuiArdDbFwCsbEJ6pGBf+7yoZFdfQAGDOjN7t3KEdU7d3rh6GiXbVzJSQd9sSo74mIT2LNHud5g8Lkw0tPTKV9eucxEbFwCtpU024MlCfGJWvmV1/26HixKldKphzehoO3x+PETjgWepKNrW706FKQdVv7yA1ev3mD58t91zhneF2S1L4B27AOVjydot8vs4mN21K9fD1NTBaGhF3V0KojYBNCpUztCQy9y757244VCoaB7987s2LFPp3zIv3owNTVlh+dqtm7drbY7wL17D0hPT0eWZdb8vkUdFwozNsXFJrBbT1yAf1+byG1dOIi6UOtkaBs8ffrM4O1SH/cT7lNBY+BCBcsKPEh8qDd9VrTzaMPxgydIS03LUz6hg/HpYGiMwQaFqcObxERlbNPIa2tJfIIy7/r122jarDPtO/Qi6VEyV6/eUKcb0L8XXbp04NOBIwtdhxrVq1K1aiXmzpnCxx93x9bWiuAzvtStU7NA+zoApk8bS4UK5Rg/YZb62F9/PWXo5+MA7FCuuVkBeG0sgUAP+dG5GQLYq6Z1vwROoezkbAU8R9kReUKSpDBgIMphxXVQ7nrlrzo+De2hxr8BEbIsZ3R4NgWOyrJ8X5blV4DmYne2gK8kSReBCUDGluJrUTYGgM+AdVkpL0mSCbAYyHGr2xUrVkxzcnJ6KMty7yJFStOnTze8vP200nh5+zFgQG8AevZ048jRE+rjffp0w9zcnKpVK1GzZjXOBocSfC6MmjWrUbVqJczMzLTKtLR8HcC7du1EZFQ0APu8fHFq2RSFQkGxYkVxdLTjwIHD1KxZjSpVlOX07u2Bj4+/lm4+Pofo168nAB9+2EW9FpKFRSl27VrHjBk/curU6y9Z77xTXK2DQqGgU6d2xOjZRCUzN8Ov8m5VK8rbvovCzBRHj5aE+2t/Jav0flX6z/uCn4f+wF8Pn6iP3wi/RnGLdyhRVrlTXN0WHxB/JTZXcjU5dy48321izHIzCD1/kWo1qlK5ii1mZmZ0/9CNg/u1p18c3B9A3096AODRvSNBgcq1K8uVK6NelL9KVVuq16jKrZt3eOed4lSsqNyxXqFQ0MG1DVcuX9cqM7Mv9+3TDe9M7cNbT/vw9vajbxbto3jxYpQooRw5Wrx4MVw6tCEyUrk7doUKys5zSZL435TRrFq1SUtWSMgFqteoShWVHXr2cme/zyGtNPt9DvOxqh669+jMsWOnlNdexVa9gVClStbUql2dW7djmT1zAfVqt6T+e60ZPHAUgcdO8fmQcQVuh7t37xMbG0/t2sqNoZydnbh06TIA8Ql3ad1auWZqu3ZOXLl6I9u4kkFeY1V27N3nq14XsVat6pibmfPggfJjRkZ70NTF21u7PXh7+7/W5UM3jqp0yS8Kwh7ly5dV72ZZtGhR2ju3yjY+FpQdZs+agIVFKb75ZmaW5w3uC+Zmal/Iyg69e3tkaYf+/XsByvh49OjJHO0A0KdPN51Rm1nZID/aZAZ9+3bPckp6+/atiIm5ql7+o6DqYfWqhVyKvsqSpau0ytJ8fujerTORkTGFHpv26fiCeba+8La3ibeqLswMXxcGt4G5OYcOBRrcF/QREx6DbTUbLCtZYmpminO3tpz0z10szKB9N2cO7/3n06CFDsajg6ExBhsUpg5vEhO9vf11YkNwcBjw+t2lUiVrundXDs4A5a7o48cP58Oeg3n+/EWh6xARGY1tJTuq12hCQuI9EhPv0cLJjS5dOhRoX8dngz/G1aUt/fqP0BrNaWFRSrm/g5KhKAfTve4s+I8jvwU/Q2H6pgXIspwiSdJNYDBwErgAtANqoOxh95dl+WPNPJIk1QciZVnWt4vJSaCdJEkLZVnOmCauz07LgUWyLO+TJKktMEul1x1Jku5KkuSMsnNUd1tXJSVRdrQeVQ2btgT2SZLUVZblzL1LqcBIwDfiwlHWb/AkKuoys2aO51xION7e/qxdt40N65cRHRVEUlIyn/RXTiWPirrMzp1eXAw/QmpaGqNGT1Wv2Td6zDT2+/yBwsREXSbApg0/U75CWSRJIjw8kuEjlDtqR0dfxdfvCMHBvqSnp7N+/TYuXoxm7NgZeHltRKFQsGHDdi5dusL06eM4f/4CPj6HWL/ek7VrFxMRcYykpGQGDFB+Gfrqq4HUqFGVyZO/ZvLkrwHw8BiAJEns3LkGc3NzFAoFx46dZPXqzXrMqE16Wjp/zPidMRunIilMOLH9CPFXYuk6ti+3Ll4j/NA5ek0ZQNHiRfnqF2W/8sO4B6z4/Afk9HR2zN3EN1tmgCRxO+I6x7cdzpVcTdLS0vLdJpkX4S9MuXPnTqFv324UL16Mq1dPs27dNubOXZKl/Cnjv2X7rjWYKBRs3fwnMdFXmfS/UYSFRuB7IIAtm3byy6oFnA31IynpMV98NhaA5i0dmfS/UaSmppGensb4sTNJTnpMhQrl2LRtpcoXTAgKPM36tdt05I4eMw2fTL48c+Z4QjTax/r1y7ikah/9NNrHjp1eXMjUPipWrMDOHcrRHgpTBdu27cHP7yignPL51bBBAOzZs5/1GzwpZlZES58J38xi994NKBQmbNq4g+hLV5g6bQznz1/kwP7DbNzgyao1iwi7EEBS0mMGDxyltEMLB8aO+4qU1FTS09MZN2YGjx4m5ex0BWQHgDFjp7Nxw3LMzc24fuM2Q4cqO1WHfTWBRYu+xdTUlBcvXjBs2ES1DpnjypvGqs2bVtCmdXPKly/LzevnmP3tT6xbv41167exZvVCwkIP8+pVCkOGjtGyx5gx0/Hx3oKJwoQN6z2JunSZmTPGE3Jeqcu6ddtYv24pUVFBJD1Kpv+A4er8l2NOUapUSczNzejq0RE3t0+4FH2F7+dNpW/f7hQvXozr14JZt24r383RHkWbuU7y0x5WVhVZ+/sSFArlTpA7d3rhs/9QlvILyg5P/nrKlCmjiY6+wtkzBwH4ZeV61qk20yioa8+LL2T4aWY7eHltUsVHTy5dusyMGeMICbmIj4+/Kj4uITIykEePkvn005Hq/DExJyhZUmkHD4+OuLv3J1q1G3KvXu506zZQb/3nd5ssVqwoHdq3ZvjwSToyletw7i3QemjZwpEB/Xtx4WIU54KVLwrTp8/nwMEA5n8/jYYN30OWZW7dimXY8EmFHpsyfCE09DApr1L4bMgYTRP9q9pEXupiuBHUhWaMNlRdGNoGnw0ZY3BfGDZ8EjXJes3AtLR0lk5fzoIt8zExMeGA50FuXr7F4PEDiQm/zEn/U9RpWIc5a2ZRwqIEzV2aM2jcQAa3HwqApW1FKlhXIPzUhSzLzw1CB+PRIScmzJxPcOgFkpOf0L57f4YPGUDPHDaozQvGYIPC1OFNYmLUJWVsCA8PIC01jdGjp6njk+e2VZQrV4aUlFRGjZ5KcvJjAJYsmUMRc3MO7FfGxzNnzzNy5JRC1UHzuv/c+TtBgV78vvaPAu3r+GXFfG7diiXouPLD9J49+5kzdwn16tZi3dqloNxMKAoY8g/dRvAfQ8qPdc0kSZqFcnTkZyinogejHNH5her/zrIsX5UkqTjKkZY3UTrqAFmWT6mmqdeWZTlSkqSjwHigNcpO0h4ohyKfBhqj7LUPQDnNfKQkSaHAUFmWQyRJWgdUk2W5rUqvnig7PzfJsqz79pH1tRwFxmfRsamFqbmNITulATBTvHHf9BvTv2ITg8rffPdszon+A5QwL2poFUh+/tTQKmh1bhqK5yn5vwtmXjB4YAJMslx0t3Ax5GLWGQg7gKmJwqDyAdLSDT8N0PDemNVqZYVPVmtvFTaGbhOGt4Bx1EN+rqv8j3UwtAKA07v1DK2CwEjwD1uVc6ICxsXuC0OrYHBO3o82tApGgaHvlQCpr+IMf7MyQlrZtDd85eTA8bjDBqm7/Not/ThgBZySZfkuyk15jsuyfB8YBGyVJOkCyg7Kuqqp5b2AHyRJCke5WKzWTjWyLC8CzgObgLsoR2SeAg6pjmcwC9ghSdJxIPOamvuAEuiZki4QCAQCgUAgEAgEAoFAIBAI3l7yZeifLMuHATONf9fW+DsAcMwiTxjK0ZmZj7fV+FtzkZ51ZNFJKcvyXmBv5uMqGqIc4ZnrTzCa8gUCgUAgEAgEAoFAIBAIBAJDk24U8w6ME8PPay4gJEmaDAxD/1qbAoFAIBAIBAKBQCAQCAQCgeAt5l/buSnL8nxgvuYxSZKmAr0zJd2hsSu7QCAQCAQCgUAgEAgEAoFAIHhL+Nd2bmaFqhNTdGQKBAKBQCAQCAQCgUAgEAjeGsS0dP3k14ZCAoFAIBAIBAKBQCAQCAQCgUBQqIjOTYFAIBAIBAKBQCAQCAQCgUDwVvKfmpYu+PeRkpZqaBUwkSRDq0BqWpqhVcBUYfhwopAM/71GTBSAdFlYQaAkNd3wscnwEdo47hOyEbRLERsEAoEga1zsvjC0CviHrTK0Cga3g8JEYVD5AO+YFTG0ChRRmBlaBYEejOF5zlgxfE+AQCAQCAQCgUAgEAgEAoFAIBD8A0TnpkAgEAgEAoFAIBAIBAKBQCB4KzH8PFKBQCAQCAQCgUAgEAgEAoFAoBexW7p+xMhNgUAgEAgEAoFAIBAIBAKBQPBWIjo3BQKBQCAQCAQCgUAgEAgEAsFbiZiWLhAIBAKBQCAQCAQCgUAgEBgxspiWrhcxclMgEAgEAoFAIBAIBAKBQCAQvJWIzs280wmIiY4KYuKEETonzc3N+WPLSqKjgjgZ5EWVKrbqc5MmjiQ6KojIiEBcXdqoj3d0bUtkRCCZy/x9zWKuxJziXLAf54L9aNjwffW5Nq2bc/r0fkJC/PHz8wTAxaUN4eEBREQcY/z4YVnqtmnTz0REHCMwcA+VKyt1c3Z24sQJb4KDfTlxwps2bVqo8+zdu4EzZw4QEuLPsmVzMTHJvcu838aO7w4vZe7R5XQa1l3nvMsQd2b7L2bmgZ8Yt2UGZW3Kq8+VtS7PmI3T+PbQYmb7L6acbYUsy8/KbprXm191kcGSxd+R/Oiy1rFePd25euU0fz25zsMH0UwYn7UuWzb/QlRUEEHHtXWZOGEEUVFBRFw8houGLqNGDSUs9DCh5w+xaePPFClSBIBhwwYRFRXEq5exlCtXRkdWVrTv0Jqz5/0ICT/MmHFfZqnf7xuWEhJ+GP8jO6lU2UbrvK2tFXcSwxk5akiu5EH++2OxYkXZtWsdYWGHCQnx57vvJhXYdTe2b0DgyX0EntzH8VNeuHm4qPN8OXwgJ8/u52TwAb4aPihLuTn5UV5909bWmkN+O7h44SjhYQF8PfJ1PcyeNYHzIf6cC/bjgM8fWFlVLBAdAFavWkh8bDhhoYd1yhsxfDCREYGEhwUw//upRmGDgqyTIkWKcOqENyHn/AkPC2DmjG90ysyMq2tbIi4eIyoqKE9xomzZ0vj5bufRwxiWLJmjTl+sWFH27NnAxQtHCQs9zNw5U7KUa2hfKAgdsvOHGdPHcevGOfW9s1MnZ6XtIwK5FBXEBD3yt2xZyaWoIE5kkj9x4kguRQURERGoFaMtLEqxbdsqLl48xoULR2nW1F7LBhERgYSFBfC9ygaaGMoXjMEOhvSFzp2cDa5DJ5UOBq2Lecbhk8IfnXXkadKkrSMbj61jS9AGPhnxkc75Bk3rs+rASg7f9KWNWyv1cbsWDVnj+6v653d1P04dW+jkzw1CB+PQwdDyc8O0eYto7fYR3ft/VSDlg+HsYAzv2M4dWnE65CBnw/wZNfaLLHQwY826JZwN88c3YIfOu5yNrRU340MZ8fVn6mNfDPuU46e9CTrjw5fDB+baHgBt2zsReNaboJADjBgzNEt9Vv7+E0EhB/Dy34ptJWsAevR2wy/wT/XvzsOLvP9B3TzJFgj0ITo384YCWAF0rt+wHX37dqdevVpaCT4b/DFJSY+p+54TS5atVj9A1qtXiz59utHAzhk3934sXzYPExMTTExMWLZ0Lu4e/cmqzElT5uDg6IqDoyvh4ZGA8sFt+fJ59O49FHt7F/r1G46JiQlLlnxHt24DadSoA717d6VuXW3dBg3qS1LSYz74oA3Ll//O3LmTAXj4MIlevT7D0bEjn38+jrVrF6vz9O8/gqZNO2Nv70KFCuXo2dMtV4aSTEz45NshLB00lxkuY2nStSVWNW210tyOusFcj0nM7jyekAOn6TVlwGs7LhqJ76p9zOgwlnndpvDXg8dZlq/PbgVRF/aNG1C6tIWWjJo1qzFx4kjS09Np0LAt9Ru0oW/fbtTLZPvBgz8iKfkx773nxLJlq5k3939KXeoqdbGzc8bdo7/65mZtbcmIEZ/RrLkbjRp3QKFQ0KdPVwBOnQymc+ePuHnzTq7qwsTEhAWLZtH7wyE0c+hEz97u1KlbUyvNgIG9eZz8GPuG7Vm5Yh2zvpuodX7uD1M55B+YK3kZMgvCH5csWYWdXXuaNetC8+YOuLq2LZDrvhR1mXatetC6RVd6df+MxcvmoFAoqPdeLQYO6kv7Nh/Sqpk7HTu3o3qNKjpys/MjyLtvpqamMmHibOo3aEtLJw+GDRukLvOnhStpbO+Cg6MrPvsPMW3q2ALRAWDjxu24uffTsXXbNi3o6tGRRo070NDOmcVLVhncBgVdJy9fvqSDax/sHVywd3Clo2tbmjZprGMbTR2WLp2DR9cBNGzYLk9x4sWLl8yavYBJk7/TKXfx4t+o36Atjk060by5Ax07tivwa4fc+8LCRb8WepsAWLpstfre6ed3lGVL5+Lh0Z8GDdvxkR75yUmPqfeeE0uXrWaehvy+fbrR0M4Z90w2WLzoW/x8j1C/fhvs7V24FH0FgDZtWuDh0ZHGjTtgZ+fMokW/GpUvGNIOhvaFAwcDDK7DQQ0dDFYXiw3vkwa3gZH4oz5MTEwYPedrJg34HwPbDcG5Wzuq1KqsleZe3D3mj/uRQ3u0ywk7Gc7Qjl8xtONXjO07gRcvXhB8LESvLKGDcetgaPm5pXsXF35dNCfnhP8QQ9nBGN6xTUxM+GHhTPr2/JyWjl34sJc7tevU0ErT79PeJCc/pomdC7+uWM/M2RO0zs/5/n8c1niXq1uvFgMG9sG1XS/atOiKa0fdd5rs9Jm7YCr9e39Fu2Zd6d6zC7Uy6fPxgJ48fvwEJ/vOrF65kamzxgGwe4cPrq174tq6J6O+msyd23FERkTnSq5AkBNG17kpSdJRSZIcckgzSJKkn/NR5iBJku5LkhSm+ul+flDSBLgKXE9JSWH79r109eiolaCrhyubNu0A4M8/fXBu56Q63pHt2/fy6tUrbt68w7VrN2ni2Igmjo24du0mN27cRl+Zmfn4ox7s2XOAO3fiAbh//yGOjnZcu3aTmzfvkJKSwo4dXri7u2jlc3d3YcuWPwHYtWs/bdu2BCA8PJKEhHsAREVdpkiRIpibmwPw119PATA1NcXMzAxZzt0aD9XsanL/ViIP7twjLSWVYK8T2LlqV2vMqUhevXgFwPXQy5SxLAuAVU1bTBQKLgVdAODl3y/U6TKXn53d8rMuTExM+GH+dCZP0b5pDx3yCb6+R7l85To3btwmPv4u27fvxcPDVSudh6Yuu3xop9LFw8NVRxdHRzulzRWmFCtWFIVCQbHixUhIuAtAWHgkt27F5qoeAOwdGnL9+i1uqXxj104furh10ErT2a0DW7fsBmDv7oO0adtcfa6Lewdu3bhD9KUruZZZEP74/PkLAgNPAZCSkkJYWAQ2NpYFct3Pn78gLS0NgCJFi6j9vnadmgSfDVOfPxF0FvdMdZ2bNp1X30xMvEdoWAQAT58+Izr6CjbWymvPaKMA77xTHFmWC0QHgONBZ3iUlKxj6y+//JQfF6zg1StlO61WtbLBbVDQdQLw7NnfAJiZmWKaQ3zMaBOaOuQ2Tvz993NOngzmxYuXWumfP3/BsWMnAWWbCA2LwMbGqlCuPbe+cP/+w0JvE5nJLN9z+148Msn30CPfw6MjnlnIL1myBE5OTVm7bqva/o8fP9FrA02MxRcMYQdD+0JWdjAGHf6LPmkMNjAGX9BHXbs6xN2MJ+F2AqkpqQTsPUpL15ZaaRJj73L90g3k9HS95bRxa82ZI8G8zFQ/Qoe3RwdDy88tDnb1sShVskDKBsPZwRjesRs7NOCGxjvN7j996KzzTtOebVuV7zT79hyklca7XGe3Dty6eYeY6KvqY7Xr1CAkOFz9TnPyxFncMl2XPhrZ1+fm9TvcvhVLSkoKe3ftp2MX7Q+qrp2d2bF1LwA+e/1watNMp5zuPbuw98/9uZIpeI0sy0b/MxRG17lpQDxlWbZT/dboSWMDqIfLxcYlYJ3pgcXaxpI7scpOx7S0NB4/fkK5cmWwtn59XJ3XxlIrfVZlfvftJM6H+LNwwSx1MKxVqzqlS1vg67uNEye8+eSTD7G2tiQ2NkGdLy4uQafjR5nmtW5PnvylM625R48uhIdHqh/+APbt28jt2+d5+vQZu3blLgCVrliWR/GvH56TEh5RumI5vemd+rQn4mgoABWrW/H8yTOG/Tqe6T4/0mvKAKRMQ/Uzl1/QdTFi+GC8vP1ITLynJaNWrerUq1eLhg3e53jgPlxd2xIXl4h1ppdKG436SUtL4/ETlS42Vtr1FpuIjbUV8fGJLF7yG9eunuH2rfM8efwXhw7lfuSkJlbWFYnTkBEfl4iVtfa0XWuNNGlpaTx5/JT/s3fecVEc7x9/DwfYEruRZi9RExUFrKiAggUQuzFq1MQUe2+Jxp6YYuya2LFEUWOjqdgFEUEQC/ZoVIoVNMZG2d8fh+cdxyEa8C7f37zz8pVjd2afzz7TdmZnZkuWKkHhwoUYNuJLfvh+wWvZzM/8COrZy+3ateLAgTCDGv7NfYN6cPRoZDBhEYGMHDaJ9PR0zsVdpElTJ0qULE6hQgVx93DB1k43rV9VprOGyU3e1KZCBTvs635IxPEYzbHp08Zx9UokPXp0ZMrUn/JdQ1aqVauMs3MDjob6s3/vFpo1a2h0HxiylZd6zMzMiIrcQ2L8KfbtO8zxyBgMYWtjzc0b2mUi9/VEbihWrCienq04cCD0rdy7IbLmBUeHukYpEwMH9CP6RAjLls6mWrXKmroGMuujXNq31aqnXsS1sbWicuUK3L17jxXL5xB5fDe//foThQsXAqB6pg/CQv3Zl+kDbYyZF4ztB2PnheLFi5mMBmOmhYMJ5Elj+8BU8qMhyliX5k7iy2fOO0l3KGNt+DnaEG7tXdi/3fAM0ZyQGkxDg7HtmwrG8oMp9LGtrcuScDNJ83dCgn6fxto6S5/m4d+ULKnuyw0d8Tk/zdKdF3Yu7hKNmzpq+jStPFpgk6VPYwgr67IkxL/0SWLCLayybAllZfMeCfFJOnpKlCyuE8a7Yxu2y8FNSR7yrwc3hRBjhRBDM3/PEULsz/zdUgixTgjhIYQIF0JECyE2CyHeyTzvIIQ4JIQ4IYTYLYSwznJdMyGErxBiRubf/YQQF4UQh4CmWuG8hRARQogYIcReIUTZzLiXhBBltK51WQhRmn+HyHog68i0EHpBUBRDxxWDxwG+mfg9H3zYnEaNPSlRsjhjxwwEwNxchUP9OnTs2I/27XszYcJQrK3fM3idnLW9DFOzZjVmzBjP4MG6A/IK6gAAIABJREFU+yK1b/8JlSo5UaCAJS4uudufJBtTakdkQ8MOzahYpzK7l+4EwEyloqpTTTbPXMPM9uMpXf49mnZxeeX18ystrK3L0qWzFwsXrdQ7b64yx9r6PYKD99H7k0H8uuQnChUumGvfG7qP4sWL4e3lQfX3G1OhogNFihTi4x6d9APnglele2agbMOM/2YYSxat0sxQy71N/WN5lR9VKhW+vgtYvHhVjkvz/819A5yIiqWJU1tatujEiFFfUaCAJRcvXGHenKVs2+nLlu0rOXvmHGlp6a9t93Xz5guKFCnMJr9ljBw9WWe24qRvf6BSFSc2bNjGoIH98lVDdpibqyhevBhNnL0ZN34Gw4fp7wX0tn3walv/Xk9GRgaOTh5UqOSIk2M9Pvjgfb2wL6+vf+x1y4QhVCoVa9cuYtGilVy9ev21r5mfeWHD77++9TLx629rqF6jCQ6OHiQl3aZ37655bt9cpaJevdr89tsanBq05p9/HjN27GAAVOYqShQvRlNnb8aPn8Hvv+suAf5fyguv6wdj54Wffvz2f1bD66XFkiy29C6Z73nS+D4wjfxomOztvg4l3ytJ5RqVOH4o6vUiSg0mpsHY9k0F4/ghP/s0ue1jv3FdhcK4r4fy66LVen25SxevMH/OMv7YvopNW1dw9vR50tPSDGrQtaV/TE9PNumlnWD1HGrz5MlTLpy7rB9OInlD8mLm5mHgxY69jsA7QggLwBk4DUwEWimKUh+IAkZmnl8AdFEUxQFYCczUuqY5sB64qCjKxMyBz6moBzXdgVpaYUOBRoqi1AM2AmMVRckA1gEvNgRrBcQqinI3h/voLIQ4JYTYIoQol12AQYMGOYSGhnYVQkRlZPyDna21ZqnwC+JvJlLOTr1hrkqlolixoty/n0x8/MvjgDpuwi2d8Jrjmdd8MUvw+fPn+Pr64eSoXg4YH5/I7j0HePz4CffuJRMaepx33imCndbbFltbaxISsmiLT8ROS1vRou9y/35KZngr/PyW0r//SL0OEcCzZ88ICAjRW6ZkiOSk+5S0efk2rYR1SVJu39cLV7NpbTwHd2Jh/x9Ie66uUFOS7nEj7ip3b9wmIz2Dk3siKf9hpRyvn59pUc/+Q6pUqciFc2FcvniMwoULcT5OPfvgZnwiISGHsLG14tq1G1y8dIXaH9YkMSFJR8vN+ERN+qhUKooVLcr9+ynE30zUTTc7KxISk2jp5sy1aze4e/c+aWlpbN8eTKPGDrwJCfFJOrMLbWytSEq8bTCMSqWiaLF3SL6fgqNTXaZOH0vs2YMMGNiXkaMH8PmXvXkV8fFJ+ZYfFy2axZUrV1m4UH+wOa/uW5uLF67w+PETataqDsC6NZtxcfbBs/XHJN9/wJ9XruneVw5lOrswucmboF62stlvGRs2bGP79uBs73nDxm107Ngu3zQYIv5mokZTZNRJUlPTqFz55b49xvCBIVv54Y8HDx5y6PBRWuewB+zN+ETsymmXCatc1xOvYsniH7h8+SoLFqzQO2fsvJCRkcGjR/+81TJx+/ZdMjIyUBSF5SvWU76Craaugcz6KJf2b2rVUy/iJibc4mZ8IjdvJmpm6/6xNZB69rU119qWxQelS5fUXMOYecHYfjB2XnBysn/rdXRWDY6ZGoydFsbOk6bgA1PIj4a4k3iHMloTF8pYleFu0j2D4bPD1bsFR3aFkZ7lJWxukRpMQ4Ox7ZsKxvJDfvZpIHd97ISEJGzsXs4WtbHJpk+TkKVPU/Rdku+nUN+xLpOnjSH69H6+HNCH4aO/4rMvegGwfu0W3Jp3xLttT5KTH3Dlyl+58kliwi2d2f3WNmW5lWV1ozqMla6e5Jff0PDpJJekvykZKCb/z1jkxeDmCcBBCPEu8AwIRz3I2Qx4gnogMkwIcRLoA1QA3gc+BEIyj08EtL828xtwRlGUFwOeDYGDiqLcURTlOeCnFdYO2C2EOA2MAV58Unwl8Enm70+BVTncgz9QUVGUOsBewDe7QIsWLZro7Ox8T1GUrgUKFKdbNx/8A/boXihgj2aWSOfOnhw4GKY53q2bD5aWllSsWI6qVStxPDKGyKiTVK1aiYoVy2FhYaFzTSurlxV4+/ZtOBun3mx3p/9unJs2VO/FWKggTk72BAfvo2rVSlSooL5O167eBAaG6GgLDNxLz56dAejUqZ1mL6RixYqydesqvv32R8LDX77JKlKksEaDSqWiTRtXLly4koMbX3It9jLvVbSmtN17qCzMcfJuSmyI7luych9UpNd3X7Cw/w/8fe+h5vjV2CsULlaEd0oWBaBGkw9JuHQz2+tn57e8Toug4H3Yla9H1eqNqFq9EY8fP6FGLfWeSzt37qJ8eTuqVq2Evf2HVKtamebNGxMQoOv7gICQl1o6eXIwU0tAQIielsjIk1y/kUDDhvUoVKggAK6uzpw//2ZvtqJPnKJKlQqUr2CHhYUFnbp4Ehyk+4XjXUH76NGzIwA+Hdtw+NAxANp59KDuBy7U/cCFJYtX88vPS1j229pX2oyKis3z/AgwefJoihV7l9Gjp+brfZevYIdKpQKgXDkbqlarxPXr8QCULqPuENrZWePl48GWzf4618ypTL/gdfMmqL9Ofe78ZebOW6pzrapVXw78e3t5cOHClXzTYIgdO3fj6qqeUF+tWmUURaFCeTuj+kCb/PBH6dIlKVZMXUcVLFiQlm7NcqwfX5QJbQ25rSdyYuqUMRQrVpRRoyZne97YecHS0pK9ew+/1TKh3XZ28GnLiROndOx37+ZDQBb7AQbsBwTsoXs29m/dusPNmwlUr67eQN/NzZlz5y4CsDMbH9y9+/LlnqnkBWP4wdh54ezZC2+9js6NhreeFhbGz5NG94GJ5EdDXIi9gF0lW6zKWWFuYY6bjwtHQ47m5G49Wvq4sW/Hmy9DlhpMQ4Ox7ZsKxvJDfvRpXrePHXPiNJUrV9T0aTp29mSXXp9mPx/1UPdp2ndow5FD6u8UeLf5mPq13ahf243flvgy9+dfWbF0HYDmJZetnTVe7T3YuiUgVz45GX2GSlXKU668LRYWFvh0asee4AM6YfbsOkDXHj4AePp4EHY4QnNOCIGXjwc7/sh+ooJE8qaY/9sLKIqSKoS4BvQDjgKnAFegCnAVCFEUpYd2HCFEbeCsoiiNyZ6jgKsQYraiKE9fmDIQdgHwi6IoO4UQLsCUTF03hBC3hBBuqAdH9T/r+vIetF/7LAN+MBA0DRgM7D5z6iCrff2Ii7vIlMmjiToRS0BACCtXbcR39XzOx4WSnJzCx73US8nj4i6yZYs/p2MPkJaeztBh35CRudnxsOETCQr8HZWZmeaaAGt9F1K6TEmEEMTGnmXgIPWX186fv8zuPQeIjNxNRkYGq1dv5PTp84wY8S3+/msyl+1u4ty5S0yaNJLo6FMEBu5l9Wo/Vq6cw5kzh0hOTqF3b/VSna++6kOVKhUZP34I48cPAcDbuzdCCLZsWY6lpSUqlYpDh46ybNk6Q27UISM9g9+/XcHwNd8gVGaEbTpAwqWbtB/Rnb9OXyF2bxRdJvSmYOGCfLV4FAD34u+y6PMfUDIy2DxzLaPWfwtCcP3MnxzZuC/b62f1W36lhSF27zmIu3sLzFXmHDm8k5SUB/j5bSfu3EUmfzuaE9FqLatWbWT1qnnExYWSfD+FXr0ztZxTa4mN3U96WjrDhk0kIyODyMgYtm4N4njELtLS0jh58izLl68HYNCgTxk1cgBWVmU4ERXCrl0HGDV0kkGN6enpjB01lT+2r0KlUrF+7WbOn7vEhInDOBl9huCgfaz13cSvy2dzInYfyckpfNZ3eK7SOSebeZ0fLS0tGD9+COfPXyY8PBCAX39dw+rVG/P8vhs3dmTYqC9JS00lI0Nh9IjJ3L+XDMCa9YsoUbIEaampjBk5hQcpD/XsZpeP/k3ebNrEid69unDqdBxRkeqO16RJswjetZ/vZk6gevUqZGRkcP16PAMHjc8XDQDr1i6iRfPGlC5dkmt/RjF12s+sWr2RVas3snzZbE7G7OP581Q+/Ww4BQsWMKoP8jtNrK3LsnLFXFQqM8zMzNiyxZ/AoL05lonhwycRGLAeM5UZvqv9cl1PAFy8EE7Rou9iaWlBe+/WeHp+zMO/HzFhwjDOn7/E8YhdACxesppVmR/TyK97f9288LbLxKzvJ1K3bi0UReGvv24ycOA47O0/JDCL/cmTR3NCy/7q1fM5l2m/p5b9zVv8OZWND4aPmMQa3wVYWlrw59Xr9O+v/hLoCx/ExOwjNdMHppQXjOkHY+eFAQPHGV3DQC0NxkqLz/obP08a2wemkh+rkv2egenpGcybtICf1s/CzMyMYL9dXLv4F/1G9+FC7EWOhoTzft33mbF8Cu8Ue4fG7o3pO7IP/Vqqv4lqZVeWMjZliA0/le31c4PUYBoajG0/t4yZPIvImFOkpDykZYdeDPysN51f8ZHc18FYfsiPPs3r9rHT09MZP2Yam7etwEyl4ve1W7hw/jLjvxnKyegz7Arez/o1m1m89CeOnwwhJfkBn/cb8cp7W7VuISVLFic1NY2xo6bq9Wly0jNx7Ex+/2MpZioz/NZv4+L5K4yeMJjYk2cJCT7AxrV/MP/XWYSeCCYl+QEDPxutid+oiSOJCbe4/hofyJVIcoPIi68ZCSGmoJ4d+SnqpeiRqGd0fpH5fzdFUS4LIQqjnml5DYgDeiuKEp65TL26oihnhRAHgdFAc9SDpB2BMsAxoD7wENiPepn5YCFEDNBfUZQTQohVQCVFUVwydXVGPfi5VlGUcTnot1YUJTHzd0dgnKIo+p/00sLc0tZ4820zsVD967Hpf02vsg2Man9Vwuu9scsPzLLdYPTtUsSioLEl8DQ91dgSKKiyMLYE/n7+xNgSJCaCKdQNGUb8YqGpYPxUyH4vrLeNMb9eqdFgbAEmgPFzgsyPGg3GFgA4v1fT2BIkEg0hJ5e+OlA+426vv2/72yTi3iWj2gcoYlHA2BIoYAJ9qvjks8ZvrEyQelZNTaH5ypGYpDCjpF1efS39CGANhCuKcgt4ChxRFOUO0BfYIIQ4hXqAskbm0vIuwA9CiFjgJKCzi66iKL8A0cBa4BbqGZnhqJeNR2sFnQJsFkIcAbLuqbkTeIecl6QDDBVCnM3UMjRTs0QikUgkEolEIpFIJBKJRCIxYfJk6p+iKPsAC62/q2v93g84ZRPnJOrZmVmPu2j91t6kZxXZDFIqirID2GFAWl3UMzzPv0L/BGBCTmEkEolEIpFIJBKJRCKRSCQSiWlh/HXN+YQQYjwwgBz22pRIJBKJRCKRSCQSiUQikUhMHWN+jdzU+Z8d3FQUZRYwS/uYEOIboGuWoJu1vsoukUgkEolEIpFIJBKJRCKRSP4j/M8ObmZH5iCmHMiUSCQSiUQikUgkEolEIpFI/gf4fzW4KZFIJBKJRCKRSCQSiUQikfzXUOSydIPk1dfSJRKJRCKRSCQSiUQikUgkEonkrSJnbr4hwtgCgFKF3jW2BGZUum1U+xtuWxrVvqnwPCPN2BKwMFMZWwL/pD41tgTMhHFrhwxFvs0D06ijZVpIXiCMXC8AKDI/AqAyM+57/YyMDKPaB9Oom4zdVpqKBonElHC3/8LYEgg5udSo9gvbNDOqfYC/FeO3E/+IZ8aWIJG8NnJwUyKRSCQSiUQikUgkEolEIjFhTOEFpakil6VLJBKJRCKRSCQSiUQikUgkkv8kcnBTIpFIJBKJRCKRSCQSiUQikfwnkYObEolEIpFIJBKJRCKRSCQSieQ/idxzUyKRSCQSiUQikUgkEolEIjFhFOSem4aQMzclEolEIpFIJBKJRCKRSCQSyX8SObgpkUgkEolEIpFIJBKJRCKRSP6TyMHNf4GHhwtnzhzmXFwoY8YM0jtvaWnJ+vVLOBcXSlioPxUq2GnOjR07mHNxoZw5cxh39xY68czMzIg8vpvt23w1x1Ysn8PFC+FERe4hKnIPdet+kKM2l5ZNORThT2hUEIOGfZaNNgsWr/iZ0Kgg/EN+x66cDQAdu3iy+9AWzb/rd09R68P3X8sv2WHp1IBSvmsptW49hXt8nG2YAi6ulFrlS6lVqyk6cdK/tgnQyr050Sf3EXv6ACNHfaWvy9IS3zULiD19gAOHtlG+vC0ADo51OXoskKPHAgk/FoR3ew+j21386w9cvRbJ8chdr7Tv7t6CmJP7OHX6IKNGDTBgfyGnTh/k4KHtlC+vzptubs6Ehvlz/PguQsP8adGisV7cTZuXERm5O1c+OBGzl5On9jPCgA9W+c7n5Kn97D+49aUPHOoQGh5AaHgAYccC8fJW+8DW1pqAoPVEnthDROQuBgzsm61dDw8Xzpw+RFxcKGNGGyiX6xYTFxdK6JEs5XLMIOLiQjlz+pBOuRw8+DNiovdyMmYfQ4a8LE9169TiyOGdRB7fTfjRQBwd7Y2qR5vWHi6cPXOY83GhjDVQP/2+fgnn40I5mqV+Gjd2MOfjQjl75jAemXYLFChAeFgAJ6JCiD25n8nfjtKEd3VpyvGIXZyM2cfqVfMJPxqYbbgXzP5piqYuizt7hLu347K9h5yY88s0zseFEn0ihHr2H2qOP3tyXXPtI0d25nkdfeniMWKi9xIVuYdj4UGa47O+n8jp04eIPhHC5s3LKVasKJD36QCwbOlsEm7GcjJmn861pk4ZQ/SJEKIi9xAc+DvW1mXzRYOdnQ1792zm9KmDxJ7cz5DBL/Pg7+uXaPx/+eIxoiL3mIwf8qPNNpQfXjBixJekPo+nVKkSOsc93F04feogcWePMHr0wGy1rFu7mLizRzhyeKdGS8mSxdm92497d88zd850nTj+O9cSeXw3MdF7WbjgO8zM9B/xTMEHppAXdHzy/zQtTCEd8qN9HDq0Pydj9hETvZe1axZSoEABAFxdmxJxLJjI47s5sH8rVapU1LOXH3lhz55NnD51kOMRuzgesYsyZUrpXdcQDVycWHNoFetDffl40Ed65+s0rM3S4CXsu7abFp7NNMftm9Rl+e5fNf/2XA7CuXWTXNuVGkxPg7Htm4qGVzHxu19o7vkRHXrp9zv+DW+zz29QQx7XT4UKFWT7ttWcij1ATPReZkwfn6N9d/cWxMbu58yZQ4wenX3fcu3ahZw5c4jDh3X7lmFhAURG7iYsLIAWLV6m/Y4dvkREBHPiRAjz58/Mtq2U6JOhKCb/z1jIHPSGmJmZMX/eTLy9e1Gnrisfde9AzZrVdMJ82q8HKckPqFnLmXnzl/Hdd98AULNmNbp386GuvRteXj1ZMF/3wXfokP6cO39Jz+b4CTNwdPLA0cmD2NizOWqb8eNEencbgGvj9vh0bke19yvrhPmoVycepDzE2bEdy5as5espIwHYtiWQ1i260LpFF4Z9NYEb1+OJO3Phjf2UKYh3hw0nZfxY7vXtQ8GWLVFVqKATRGVrS5GPe3J/yCDu9evL3wsX/DubqP3wy5xpdOrQF8f6HnTt2p4aNarqhOnTtxspKQ+oW9uVRQtWMH2GumKPO3uBZk3b06SRJx069GH+/JmoVCqj2l2/9g86dOiba/sdO/TFob57jvbr1HZhoZb9e/eS6dLlMxo0aMMXn49i+Yo5OvHa+7Tmn0ePc6Vh9i9T6dyxH04OrenS1Zv3s2j4pE83UlIeYl/HjUULVzJ1+ji1D+Iu0sLZB+fGXnTq0Jd5C2agUqlIS0/jm6+/w8nBg5aunfn8i9561zQzM2PevBl4t+9N3bqudO/uQ80auuWyX7+PSE55QK1azsyfv4zvZn4NQM0a1ejWzQd7eze8vHtpGtkPar3PZ5/2oElTLxwcPWjXrhVVq1YC4Lvvv2HGzDk4NWjN1Gmz+T6zjBtLj7bd+fNm4uXdi9p1XeluoH5KTn5AjVrOzJ2/TKO9Zk213Tr2bnhq1U/Pnj2jlUc3HBzdcXD0oLWHCw0b1EcIwcoVc+nZayD29Vpy7dp1fH399MJpM2rMFE1dtmjRSrZtD84hN+nTto0b1apWokYtZwYMGMeihd9rzj158hRHJw8aNGxDmdKl8qWObuXeFUcnDxo1bqc5tnffYezt3ajv4M6lS38ybtzgfEkHgDVrNuHp1VPPLz/PXkJ9B3ccnTwIDNrLxG9G5IuGtLQ0xoydSu06LjR19mbAgL6aa37cc4AmbbdtC2L79iCT8sPbyg+gHgRu1bI5f/11U+f4i3qhvc8n1LV3o3s3H2pkrRf6fkRKSgq1PmjG/AXLmTlDXS88ffqMqVN/Zvz4GXr3/XHPATg1aE29+q0oXboUnTt76dk1tg9MIS/ItLhpEumQH+2jjY0VgwZ9SqPGntSr3wqVSkW3bu0BWLjge/r0HYJTg9Zs9NvOhPFD9dIkP/ICQJ++Q2nQsA0NGrbhzp172YbJipmZGcNmDGFc76/p4/oZbj6uVKhWXifM7fjbzBr5I3u379c5fvJoLP1bf0X/1l8xovsYnj59SuShE7myKzWYngZj2zcVDbmhQzt3fv0l+3L4phijz5+dhvyon+bM/Y06dV1p0LAtjZs40drDxaD9uXOn4+PTh3r1WmX2LXXt9+3bneTkB3z4YQsWLFjBzJnafctPcXJqzeefj2Tlypd9y169BtGwYVscHNwpU6YUnTt7vtIXEklOmNzgphDioBDC8RVh+gohFuax3W5CiDghxFkhxO+vCt/AqR5Xrlzj6tXrpKam4rdpB97erXXCeHt7sHbtZgD++CMQN1fnzOOt8du0g+fPn3Pt2g2uXLlGA6d6gHp2Wtu2LVm5csMb34u9Q22uXb3O9b9ukpqaxo6twXi0ddMJ49HOjc0bdwAQuGMPzs0b6l3Hp3M7dvzxeoMO2WFRoybpCfGkJyZCWhpP9++nQFNnnTCFvLx5sn0byqNHACgpKf/arqNjXf688hfXrt0gNTWVLVv88fRy1wnj6enO+nV/ALBtWzAuLuq3SU+ePCU9PR2AggUK8DovIPLLbljYcZLvv9ovjo72eva9vHRnnnp5emjZD9LYj409S1LibUA9yFigQAEsLS0BKFKkMEOG9OeHH1498OzoWJc//3yp4Y8tAfo+8GrFhvVqDdtz4YNbSXeIPake1H/06B8uXLiMjY2VzjWdnOx1yuWmTTvw9ta9d51yuTUQV0259GBTlnLp5GRPjRpViYiI0eg6cvgYPj5tAFAUhaLvvgNAsaLvkph4y6h6XpC1ftq0aQfts9RP7Q3UT+29W+vZfVE//fOPemDbwsIccwsLFEWhVKkSPHv2jEuX/gRg797DeLZrpRfOEB9174Cf33bN36NGfkX40UCiT4RkO+tT7ZvWrF2/BYCI49EUK14MK6v3cvRBXtXRhti797Am30ZERGNna51v6XAkNIL7yfp1wd9/P9L8LlKkMIqi5IuGpKTbxJw8A6jL4vnzl7DNUhYBunTxZqPfDpP0Q37nB4Cff57ChK9n6uV/vXph887s64V16jy+dWsgrq5NAXj8+AlHj0by9Nkzg/dtbm6OpaV+uTMFH5hCXtDm/2ta1K9X2+jpkB/tI4C5ypxChQqiUqkoVLiQpl1WFIV3330XyGV7nUd54U2pYf8+8dcSSLyeSFpqGvt3HKSpR1OdMEk3b/HnuasoGRkGr9PCszkRByJ59vT1tUkNpqHB2PZNRUNucLSvTbGi7+bpNU2hz58f9dOTJ085dCgcgNTUVE7GnMbWzjpH+y/6dZs3++OVpV/n5eXO+sx+3datQbi4qO3Hxp4l0UDfUruttHhFf0EiyQ0mN7hpDIQQ1YAJQFNFUT4Ahr8qjo2tFTdvJmj+jo9P1Ovc2dhacSMzTHp6Og8ePKRUqRLY2ujHtbFVx509eyoTJswgI5uGYdq0cUSfCOHnn6ZoKoXssLZ+j8T4JM3fSQm3sLbW7fhbaYVJT0/n4cNHlChZXCeMd8c27Niqv6zpdTErXZqM27c1f2fcuYOqdGmdMCo7O1TlylFiwUJKLFqMpVODf23XxsaKm/GJmr/j45P0BsNsbMpqwqSnp/Pg4d+apXOOTvZERu0mInIXw4Z9oxm4MFW7utfWzV/WNmUNhlGn/996yyY7dGjLqdizPH/+HIBvvx3F/PnLefz46Ss1WNtYcfPmSx8kxCdik2U5oLVNWU2YFxpKvvCBY10iIncRfjyY4UMn6vmgfHlb6tT9gKjIkzrHbW2suXkji+9trbOEsdKx++Chulza2FrraI6/mYStjTVn4y7QrFlDSpYsTqFCBWnTxg07O/U2DqNHT+H77ydy5fJxZs2axMRJ32ex9Xb1vEC77gG4GZ+onwcN1E82NtnEzayfzMzMiIrcQ2L8KfbtO8zxyBju3r2PhYUFDvXrANCpkyd25Wz0wmVH+fK2VKxYjv0HwgBwb9WcqlUr0biJJw6OHtSvV4dmzvovXmxtrLh5QyuP33xZ/xYsWIBj4UGsXDlX5+14XtXRiqIQHLSBiGPB9P9Mf4YSQN++H7Fr94F8S4ecmD5tHFevRNKjR0emTP0p3zVUqGCHfd0PiTium8bNnBty6/YdLl++ajJ+yI8221B+8PJyJyE+kVOn9LdcyHpP2WrRsmmojs6OAP913LwRw9+P/mHr1kC9+zO2D0whL+jY+n+aFlZW7xk9HfKjfUxISGLO3N+4cjmC639F8/DB3+zdexiAL78aw84da/jzSiQ9e3bmx58W6d5vPuaFZUtnczxiFxMmDHtl2BeUsS7NncSXz853ku5Qxjr3S9pf4Nbehf1ZZtJJDf8tDca2byoajIUx+vx6GvKxfgIoVqwonp6tOJD5PJ6dfZ06Nz4RW9vXt9+xYztitfqWADt3ruH69WgePfqHrXkw7vD/AeU/8J+x+NeDm0KIsUKIoZm/5wgh9mf+bimEWCeE8BBChAshooUQm4UQ72SedxBCHBJCnBBC7BZCWGe5rpkQwlcIMSPz735CiItCiENYfC3RAAAgAElEQVRAU61w3kKICCFEjBBirxCibGbcS0KIMlrXuiyE0B1Re8nnwCJFUZIBFEW5bSCctj69Y1nfNmQfxnDcdu1acef2XaJjTuud/2bi93z4YXMaNfakZMnijBmjv9eGluE31PYyTD2H2jx98oQL5y4btpNbsrGVNc8LlQqVrR3Jw4fxYPo0io4Zgyjyzr80++/8EBV5EifH1rRo5sOo0QMpUMDwgLIp2H0d+6/KIzVrVmP6jPEMGaJe0lCnTi0qV6mA/85X77Vp4PL6PiDbQABERcXS0KkNLs07MGr0AB0fFClSmLW/L2b82Ok6s0FybdfAvRuKe/78ZX76eTHBQRsI8F/HqdNxpKWlAfDFF58wZsxUqlRtwJgxU/jtt5+NqudV13x1mJzjZmRk4OjkQYVKjjg51uODD9T78fbsNZDZP08hPCyAR4/+IS0tPdtwWenezYc/tgZqHuzcW7XAvVULoiL3EHl8N++/X0Vvyf2r7q9SlQY0atyOBQtX0LBhfSpXrqAX5t/4oIVLBxo0bIOXdy8GDOiLc5bB1/Hjh5KWlsbvv2/Nt3TIiUnf/kClKk5s2LCNQQP75auGIkUKs8lvGSNHT9Yri927d8DPb0cO1397fhiYj37ILj8UKlSQCeOHMmXqz3rxDNvJqkU/Xm7u28u7FxUqOlLA0lIza+P17OavD4ydFwYN7PcGevSv+V9PC1NIh/xoH4sXL4a3lwfV329MhYoOFClSiI97dAJg2NDPae/zCZWrOOG7ZhM//Tg5V7Z0w7xac1b69h2Kg6M7bi0749y0AT17ds4xvJa1bGzlMmomJd8rSeUalTh+KOr1IkoNJqbB2PZNRYNxeNt9/jfXoB8vN3WzSqVi7ZqFLFq0iqtXrxuw/+prv0pjzZrVmDFjPIMHT9AJ0779J1Sq5ESBApaaVXwSyZuSFzM3DwMvdg12BN4RQlgAzsBpYCLQSlGU+kAUMDLz/AKgi6IoDsBKYKbWNc2B9cBFRVEmZg58TkU9qOkO1NIKGwo0UhSlHrARGKsoSgawDnjx2roVEKsoyl0D91AdqC6ECBNCHBNCtMkukBDiCyFElBAi6saNP3VmS9naWpOQZYlL/M1EymWGUalUFCtWlPv3k7kZn6gXNzHhFk2aOOLl5cGli8dYv24xrq5N8V09H4CkJPV46/Pnz1nt64eTo+ElSIkJt7DWeptiZVOWpKQ7BsOoVCqKFn2HlOQHmvPtO7Vlex4sSQf1TE2z917OHDUrU4b0e7pJkX7nDs/CQiE9nYykJNJu3EBlZ5f1Uq9FfHwidlqzAGxtrfSWIcXHJ2nCqFQqihV9l/tZln5fuHCFx/88ppaBARpTsat7bd38lZSoO16foBVGnf4v7dvYWrFh42983n+kppFr0LA+9erVJu5cKHv3baZqtUoE79poUENCfBJ2WksbbGytSUzKoiHhZZisGl5w8cIV/vnnMbVqqX1gbm7Out8Xs8lvZ7YDrTfjE7Erl8X3CUn6Yey0fV+U+/dTiL+ZqKPZ1s6KhER13NWrN9KwUVtatupC8v0ULl++CkDvXl3Ytl39lnHLHwE4Zfmg0NvW8wLtugfAztZaPw8aqJ/i47OJm6Ab98GDhxw6fFSzN8+xiBO4uHWicVMvjhw5ptGTNVxWunXz0QyAgfrB6IcfF2r2bKxRy5lVqzcy4Ks+mo/UWFuXzfSrVh63e1n/vrjPmOjT/P33I+wzPzaUF3W09vXv3LnH9h3BmqWQAL17d8WzXSs++WTwW0mHnNiwcRsdO7bLNw3m5uZs9lvGhg3b2J5lz1SVSkXHDm3ZtHmnSfkhr9tsyD4/VKlSkYoVy3MiKoRLF49hZ2fNsWPBlC1bRm0nyz1lqyU+SWPTUP1oiGfPnhEQGIJ3lu1IjO2D4xG7efL4idHzgo6t/6dpMWP6BJ0P6hgjHfKjfWzp5sy1aze4e/c+aWlpbN8eTKPGDpQuXZLadWoSmbmKYPPmnTRu7KB7v/mUFxIy7+nRo3/Y6Ldd7znBEHcS71BGa9VVGasy3E3K3X6dL3D1bsGRXWGkp73eCiCpwbQ0GNu+qWgwFvlRX+fU589WQz62VYsX/8Dly1dZsHBFDvZ1+3W2ttYkJGS1n2jQvq2tFX5+S+mv1bfU5tmzZwQEhOgttZdIXpe8GNw8ATgIId4FngHhqAc5mwFPUA9EhgkhTgJ9gArA+8CHQEjm8YmA9kjWb8AZRVFeDHg2BA4qinJHUZTngJ9WWDtgtxDiNDAGePEZ8ZXAJ5m/PwVW5XAP5kA1wAXoASwXQhTPGkhRlKWKojgqiuJ44sQFqlatRMWK5bCwsKB7Nx8CAvbohA8I2EPv3l0B6NzZkwMHwzTHu3fzwdLSkooVy1G1aiWOR8YwceIsKlV2pFr1RvTsNZADB8Lo01e94bn2fnI+7dtwNu68wZuJjT5DpcrlKVfeFgsLc3w6tSVk1wGdMCHBB+j6kQ8Anj4ehB2J0JwTQuDl48HOrXkzuJl6/jwqWzvMrKzA3JyCbm48O6o77f1ZaCiW9dQDtqJoMcztypGemJDd5XLNiROnqFK1IhUq2GFhYUGXLt4EBe7VCRMUtJeevdRv0Tt2bKvZe6RCBTvNh3zKlbOlWvXKXM/yUQhTs/vSfqye/cDAEJ0wgUEhWvbbcejQUUC9LGHrH6uY/O2PHDv2crPv5cvWUbVKQ2rVdKZVy65cvnSVtm30v5So7YPKVV5q6NzFS98HgfvokTmDoYNBH9hQrXpl/rqu9sGiJbO4cOEKixZk3wBHRcXqlMtu3XwICNC994CAkJflspMnBzXlMoRuWcplZOay9xdfNy1XzoYOHdpqBuQSE2/RvLn6i/Kurk31Bhnftp4XREad1LPrn6V+8jdQP/kH7NGzezwyhtKlS2q+AF6wYEFaujXjwoUrOnosLS35esIwzZ47WcNpU716FUoUL0b4sZdv8PeEHKRf3+4UKVIYUC9xKVOmFEt+9dUMeCYm3lLXrT27ANCwQX0ePnhIUtJtihcvptmy48+rf1GmTCkePnyYZ3V04cKFeOedIgAULlwI91YtOHtW/cE1Dw8XRo8eSMdOfXny5Gm+pUNOaM9y9fby4MKFK/mmYdnS2Zw7f5m585bq6WjVshkXLlwmPnPrDVP0Q37mhzNnzmNrV5dq1RtRrXojbt5MpFGjtty6pX7JqK4XKr70R9f22dcLvdR5vJNWvWCIIkUKa54TVCoVbVq7ceGC7soLY/ugQcPW7N5z0Oh5QZv/r2lR37EV5cvZGjUd8qN9vH4jgYYN61GoUEEAXF2dOX/+MsnJDyhWtCjVqql1tGzZnPPnddMkP/KCSqXSLMs0NzenXduWmjbjVVyIvYBdJVusyllhbmGOm48LR0OO5iruC1r6uLFvx5svAZYaTEODse2bigZjkR/1dU59/uzIj/oJYMqUMRQr+i6jRk/JMdyL+rpCBbX9rl2z6VsG7tXMTO/UKUvfcusqvv32R8LDXz7z67WVbVyz7S9I9DH2l9BN+Wvp5v/2AoqipAohrgH9gKPAKcAVqAJcBUIURemhHUcIURs4qyhKYwOXPQq4CiFmK4ryYoM/Q15aAPyiKMpOIYQLMCVT1w0hxC0hhBvqwdHsN0dTcxM4pihKKnBVCHEB9WBnpKEI6enpDBs+kcDA31GZmbHa14+4uItMnjyaEydiCQgIYeWqjaxePZ9zcaEkJ6fQs5d6KXlc3EU2b/HnVOwB0tLTGTrsm1fut7HGdyFlypQEITgVe5aBg8bzjihgUNuksd+xfstvmKlU+K3fxsXzVxg9YRCxMWcJ2XWQjeu2Mu/X7wmNCiIl+QED+4/RxG/UxJHEhFuvPahmkIx0/p4/lxI//gxmZjwNDiL92jWK9PuUtAvneXb0KM8jj2Pp5ESpVb4oGRn8/esSlIcP/5XZ9PR0Ro2czPada1CpzFi7ZjPnzl1i4qQRREefJihwL76r/Vi+Yg6xpw+QnPyAvp8MAaBxEydGjfqK1LQ0MjIyGDF8EvfuJRvV7qrV82jWvBGlSpXgwqWjzJwxlzW+mwzY/5YdO9egUqlYs2ZTNvY3sXzFL5w6fZDk5BT6ZNr/8qtPqFylAuMnDGX8BHUj2967d66/7qmtYcyoKWzb4avxwflzl/hm4nCio08THLSPNb5+LF3+CydP7Sc5+QH9+gzN9IEjI0a+9MHI4d9y/14yjRo70uPjTpw5c57Q8AAApk35mT27D+rYHT58EoEB6zFTmeG72o+4cxeZ/O1oTkSry+WqVRtZvWoecXGhJN9PoVfvzHJ57iJbtvgTG7uf9LR0hg2bqCmXfhuXUqpUCVJT0xg67BtSUtSznL8aMJZfZk/F3Nycp0+fMWDgOD0/vE092naHDZ9IUJb6acrk0URp1U++q+dzPrN++lirftqyxZ/TWeona+uyrFwxF5XKDDMzM7Zs8ScwSD1gPXrkANp5tsLMzIydO3czefJopk0bqxNO2zbAR9192LRZd1A2ZO9hatSoRugR9Yy/fx495pO+Q/TyX1DwPtq0cePCuTAeP3lC//4jAfUXdBcvnkVGhoLKTLBkyWrmzfsuz+rosmXLsGWzemBdZa5i48bt7Nmjzn/z5s6gQIEC7ApWz2iOiIhm4ODxeZ4OAOvWLqJF88aULl2Sa39GMXXaz6xavZHvZk6gevUqZGRkcP16PAMHjc+XvNC0iRO9e3Xh1Ok4oiLVD/iTJs0ieJe609Ktmw8btQbc80PD6/hhkJYf8rLNzik/5MSLeiHAfx0qlYrVvn6cO3eRb78dRfSJUwQEhrBq9UZWrZxL3Nkj3L+fQu9PBmniX7hwlKLvvoulpQXe3q3x9OrJ/fvJ/LFlJQUKWKJSmXHw4FGWLlunZ9fYPjB2Xhg4aLxMCxNJh/xoHyMjY9i6NYjjEbtIS0vj5MmzLF++nvT0dAYMGIvfxmVkZGSQnPyAL74cpeeTvM4L16/fJMB/HRYWFqhUZuzfH8qKla/8ZmmmngzmTVrAT+tnYWZmRrDfLq5d/It+o/twIfYiR0PCeb/u+8xYPoV3ir1DY/fG9B3Zh34t+wNgZVeWMjZliA0/lSt7UoPpajC2fVPRkBvGTJ5FZMwpUlIe0rJDLwZ+1pvOWT7+87q87T6/IQ15XT/9/fffTBg/lPPnLxFxTD2hacmvq1m1Sn9lXnp6OiNGfIu/v7pv6eur7ltOmjSS6OhTBAbuZfVqP1aunMOZM4dITk6hd2/1KqavvupDlSoVGT9+COPHq/ub3t69EUKwZctyLC0tUalUHDp0lGVZ2kqJ5HURefFVKiHEFNSzIz9FvRQ9EvWMzi8y/++mKMplIURh1DMtrwFxQG9FUcIzl6lXVxTlrBDiIDAaaI56kLQjUAY4BtQHHgL7US8zHyyEiAH6K4pyQgixCqikKIpLpq7OqAc/1yqKojvqoKu/DdBDUZQ+mftyxgD2iqIYHNGxsLQ1+ue8yr6Tu02C85MTdV9/M+m8pEpE9nuD/H/DmBv3vkAljP99sqdpz18d6H8cY74tMyWy2R7orSNTwjQwhbyg/XErY/EmHaq8xhTKhMrIaSHTQY1Zdpu4vWWy2yPubdO49OttPSSR/K8TclJ/RcjbpLBNs1cHymdM4ZnBzAT6dU+e/GX8StoEqV7G0RSa8Ry5eCfKKGmXV7n2CGANhCuKcgt4ChxRFOUO0BfYIIQ4hXqAskbm0vIuwA9CiFjgJKCzg6yiKL8A0cBa4BbqGZnhwN7M4y+YAmwWQhwBsu6puRN4h5yXpAPsBu4JIeKAA8CYnAY2JRKJRCKRSCQSiUQikUgkkreFsb+EbspfS//Xy9IBFEXZB1ho/V1d6/d+wCmbOCdRz87MetxF67f2pwxXkc0gpaIoO4AdWY9nUhf1DE/DG1Sqr6EAIzP/SSQSiUQikUgkEolEIpFIJJL/AHkyuGmKCCHGAwPIea9NiUQikUgkEolEIpFIJBKJRPIf5X92cFNRlFnALO1jQohvgK5Zgm7W+iq7RCKRSCQSiUQikUgkEolEIvmP8D87uJkdmYOYciBTIpFIJBKJRCKRSCQSiUTyn0F+PNYwxv8MlkQikUgkEolEIpFIJBKJRCKRvAFycFMikUgkEolEIpFIJBKJRCKR/Cf5f7UsPS8pYG5pbAmkPP3H2BKoG5NuVPsV3y1rVPumQnD5IsaWQOXY88aWQG+bxsaWgN/tKKPaN4WlCpWLWhlbAvef/W1sCaQ8M34dnZ5h3Dq6oAm0lU/TnhtbAmbC+O+Sbd4taWwJvGtR2NgS+OvRbaPat1QZ/9G7gMrC2BL45/lTY0ugiGVBY0vg/KN4Y0vg3uOHRrVfyKKAUe0DPEtPNbYEFBN4flOZqYwtgcI2zYxq/3HCEaPaB8i4ddXYEvik3QJjS5AYQMH4dYWpYvynbYlEIpFIJBKJRCKRSCQSiUQieQPk4KZEIpFIJBKJRCKRSCQSiUQi+U9i/LUxEolEIpFIJBKJRCKRSCQSicQgipJhbAkmi5y5KZFIJBKJRCKRSCQSiUQikUj+k8jBTYlEIpFIJBKJRCKRSCQSiUTyn0QuS5dIJBKJRCKRSCQSiUQikUhMmAz5tXSDyJmbEolEIpFIJBKJRCKRSCQSieQ/iRzczCNauTcn+uQ+Yk8fYOSor/TOW1pa4rtmAbGnD3Dg0DbKl7cFwNXNmSNhO4k4HsyRsJ20aNFYE6dzZ0+ORQQTGbWb6TPG/yc0uLZ0JjQyiPDoXQwe3j8bDRb8tvIXwqN3EbR3I+XK2wBQrrwNVxNj2HtkK3uPbOWHXyZr4vh0bMv+sO0cCvdn0tTRr9SgTVPXRviH+RF0bDOfDemtd96hkT2bQnw5GR+Ku5er5vj7H1RjXeAyth/6na0H1tHGp9Vr2c0LDQC/bpjD0YshLFr38xvbByjY2AmrLaux2rqGd/t8pHe+sFdrbPb8Qdn1v1F2/W8U8WmnOVdsyBdY+a3AatNKio8alGubHh4unDlzmHNxoYwZox/P0tKS9euXcC4ulLBQfypUsNOcGzt2MOfiQjlz5jDu7i104pmZmRF5fDfbt/nmWgvAhy3s+W7fPL4/uIB2Azro6/3Mixkhc5gaPJvR6ydTyra05tzyK35MCfqJKUE/MWTZuNey6+7egpiT+zh1+iCjRg3QO68ulws5dfogBw9tp3x5tR/c3JwJDfPn+PFdhIb565TLF2zavIzIyN250hAbu58zZw4xenT2GtauXciZM4c4fFhXQ1hYAJGRuwkLC6BFiyaaODt2+BIREcyJEyHMnz8TM7PcNyfOro0ICNtE8LEt9B/yid55h0b2bA7xJTY+DA8vN51zv22YS/jFvSxaNzvX9kBdNx2JDORoDnXTrytnczR6F4F7N2KXWTcB1PygOv57fudg+E72h22nQAFLnbirNyzkwNEdr9RgrHTw8HDhzOlDxMWFMma0gbK4bjFxcaGEHslSFscMIi4ulDOnD+mUxcGDPyMmei8nY/YxZMhnmuOTJo7k6p9RRB7fTeTx3Xi0dtGz18q9OSdi9nLy1H5GGGirVvnO5+Sp/ew/uFXTVjk41CE0PIDQ8ADCjgXi5e0BQIEClhw4tI2wY4FERO7i62+G610zJ97UPyVLFmfP7k3cv3eBuXNnvJZNUyiTzd2asC9iBwci/flq2KfZaLBgwfIfORDpz7Y967Atpy4T5ubm/LxoOsFHthASvo0Bw9VxLQtYsj1kPUGHNrE7bCvDx+nfV040dW3EztCNBIRv5tPB2beVfntWE33ziF57vTZgKVsPrWfL/rW09mn5WnZbtmpOVHQIMbH7GTHyS73zL/JjTOx+9h34Q5Mf6zvU4chRf44c9Sc0PECTHwEGDurHschgwo8Hs2LVXL06IytuLZsRHrWL4zF7GDri82w0WLBs1RyOx+xh175NlMvUUK68LdeTYjlwZDsHjmznpzlTAShUqCC/b/qNo5HBHDkWwKQpo17pB5eWTTkU4U9oVBCDhn2md97S0oLFK34mNCoI/5DfscvMDx27eLL70BbNv+t3T1Hrw/d14q5cv4C9YdtytN+yVXOOR+/hROw+hhtIhxW+8zgRu4+QA1s0PniBnZ01N5JiGTz0pfYFi7/n4tUIjh4PeuX9m4IP4M2fo0HdVgXs2cChcH8OhO3Q5LvxE4dx4sx+rtyMMmj3bT6zDRzQl3NxoaQ+j6dUqRLZ6snrdgJg0ZIfuHLtOMcigw36QeMPdxdOnzpI3NkjjB49MFv769YuJu7sEY4c3qnTLuze7ce9u+eZO2e6Tpw9ezZx+tRBjkfs4njELsqUKaVv9y22199/P5HTpw5yIiqEzZuWU6xYUT17ptBWmVp/IicmfvcLzT0/okMv/Tybl4RGn8V78BQ8B05mxVb9fkDC7Xv0nzyPziNm8OmkOSTdTdY5/+jxE1r1n8B3y/zeWEPdFvWYs38R8w4twWdAJ73znv3bM3vvAn7cNZeJv0+jtG0ZAErbluH7gNn8EDSHn0Pm06pn6zfWIJFkRQ5u5gFmZmb8MmcanTr0xbG+B127tqdGjao6Yfr07UZKygPq1nZl0YIVmoHCe/fu07VLfxo2aMuXn49m2YpfAHXjOOO7CXh59sTJsTXvvVcaF5cmerZNTcP3P0/i4y5f0LyhNx27eFL9/So6YT7u3YWUlAc0rt+G3xavYeKUl4OVf129QatmnWjVrBPjRqof0EuUKM6kaaPp2r4fLRp7U+a9Ujg3b5RjemjrmThrNAM+HkH7Zj1o19GDytUr6oRJjL/FxGHTCdq6R+f40ydP+XrwNDq0+JgvPxrOuOnDebfoO7mym1caAFYtXs+EwVNf224WEZQYO5Q7wyaQ1O1TCnu4YV6pgl6wxyEHudXzS271/JJ/dqg7ApZ1alGg7gck9ficpI/6Y1mrBgXq182FSTPmz5uJt3cv6tR15aPuHahZs5pOmE/79SAl+QE1azkzb/4yvvvuGwBq1qxG924+1LV3w8urJwvmf6fz4DN0SH/Onb/0Wi4QZmb0mtafOX1nMtF9BA3bO2NT1U4nzPW4q0zzHsfktqOICg6n64SXnevnT58zpd0YprQbw4LPf8i13RflsmOHvjjUd8+xXNap7cJCnXKZTJcun9GgQRu++HwUy1fM0YnX3qc1/zx6nCsNc+dOx8enD/XqtcrUoJsWfft2Jzn5AR9+2IIFC1Ywc6a2hk9xcmrN55+PZOXKlxp69RpEw4ZtcXBwp0yZUnTu7Jlrn3wzawxffTyc9s0+ol1HD6pUr6QTJjH+Ft8Mm05gNmVi5eJ1TBg8JVe2tG1+9/NEenb5khYNvenQpZ1e3dSjd2cepDykSf02LF3sy8TMwQCVSsXCpT8wbuRUXBq3p7NXH1JT0zTx2nm3Mul0MDMzY968GXi3703duq507+5DzSx2+/X7iOSUB9Sq5cz8+cv4bubXANSsUY1u3Xywt3fDy7uXphPyQa33+ezTHjRp6oWDowft2rWiatWXaTh/wTKcGrTGqUFr9uw+qKdn9i9T6dyxH04OrenS1Zv3s5SJT/p0IyXlIfZ13Fi0cCVTp6tfKMTFXaSFsw/Ojb3o1KEv8xbMQKVS8ezZc7za9aRpI0+aNvailXtznJzsX5km/9Y/T58+Y8rUnxg3fnp2l87RprHLpJmZGdN+/Jq+3Qbi0aQj7Tu1oer7lXXCdOvVkQcpD3F18mbFknWMn6weNG7n446lpSVtm3XB260HH/fpgm05G54/e87HHfrTrkU3PFt0o0XLptg71s61T77+fhQDPh5Jh+Y9aNvRPZu2MomJw6YTvC1E5/jTJ0/5Zsg0OrXoyYAeIxg7LffttTo/TqFLp09p4Niaztnmx66kpDygXl03Fi9apcmP5+Iu4tKsA82aeNO5Qz/mzlfnR2vrsnw1oA8uzTrQuEFbVCozOnfxzlHDrNnf8lGX/jRt4EnHzl569VPPT7qSkvKQBvU8+HXxar7VetF77ep1XJt1wLVZB8aMePlieNGClTRxaotbs440aFiflq2a56hhxo8T6d1tAK6N2+PTuR3VsuSHj3p14kHKQ5wd27FsyVq+njISgG1bAmndogutW3Rh2FcTuHE9nrgzFzTx2nq14vE/OdeRZmZm/PTLFLp2+oxGjm3o3NVLLx169+nKg5QHONRtyZJFq5gyfazO+Zk/fMPekMM6xzas30qXDvoD96bogxca3vQ5WqVSsWjpj4wdOYUWjb3ppNVW7dl1kLYtu+do920+sx0Nj6RN24+4du2GQT153U4ArF+3hU4d+hn0g7b9efNm0N7nE+rau9G9m49eHd2v70ekpKRQ64NmzF+wnJkzXrYLU6f+zPjx2b/w6tN3KA0atqFBwzbcuXMvW7tvq73et+8w9vVa4uDozqVLfzJu7GA9PabQVplSf+JVdGjnzq+/vN7LztclPT2D75b5sWTiYLbPm0TwkSiu3EjUCTPbdyveLg35Y85EvuzWjvnrdV/AL9zgj8MHun58HYSZGZ9O/5Lv+0xjZKshNG3fDNtquv2qa2f/ZILXKMa2GU5E0FF6TugDQPLtZCZ1Gse4diP4xmcsPgM6U+K97F9ySLJHURST/2cs3vrgphCirxDCRuvva0KI0jnFeUM7QUKI4pn/9F+56YffJYRIEUIEvK4tR8e6/HnlL65du0Fqaipbtvjj6eWuE8bT05316/4AYNu2YM0g4anYOJISbwPqBrlAgQJYWlpSsVJ5Ll+6yt279wE4cCAMnw5tTFpDPYc6XP3zOtf/uklqairb/wiidTvdWVet27mxaYO6gg3YsRvnFjkPVFaoaMefV/7i3j31G6fDB8Pxau+RY5wX1K5fi+tXb3LzrwTSUtMI3h6CWxvdh/uEG4lcjLtMRoZuIfzrzxtcv6p+6Lpz6y737yZTwsDb5fzSABBxJIrHuRg4yQnLD2qQeiOe9PhESEvjccgBCrUwPEitg638VXAAACAASURBVALC0hJhYY6wsECYq0i/n/zKaA2c6nHlyjWuXr1Oamoqfpt24O2t+2bO29uDtWs3A/DHH4G4uTpnHm+N36YdPH/+nGvXbnDlyjUaONUDwNbWmrZtW7Jy5YbX8ABUtq/K7b+SuHPjNumpaUT4h2Hv4aQT5nz4WZ4/fQ7AnzGXKGGl/0b9dXF0tNcrl15euvnXy9NDq1wGacplbOzZbMslQJEihRkypD8//LDglRqcnOy5cuWaRsPmzf54ZakbvLzcWb9erWHr1iBcXJpqNCQa0PD3348A9SwuCwuLXDdktevX4kZmmUhNTSNoewiuBsqEkpGhFz/i/9g777Aoru9xv8MC9l6odmNiRQXsCiiiNMEeo0aTWKKxt9hiSYwxiT1RY0nssSsKAio2xAoIqKCoKChdpdgLy/z+2GXZQlkLwc/vO+/z+MjOnJl75txybr9nQvTqTFSnhXVTYtXKpoP7/HTKpu4undm9wwsAn4NH6agsm+w6t+f6tZuqhmp6eibZSr1KlynNyNFDWLF4baE6FFc85ISbkxd37z6Iu7tmGtTIi/sP46DKi07s1sqLtrbN+eyz+ly8GMaLFy+Ry+WcCbyAh0f+vkEdGxsr7tzJzRP79vro+io3R3Yo7eCl5qtywgMoWaIE6p/6TNlxYGRkiKGRod7p8X3s8/z5C86dC+bly1d6haUdZnHmSauWTYi7e5/7cQm8eZOF9wF/ujrba8h0dXZg385DAPgdOka7Tq0ARaW6dOlSyGQySpYswZvXWTxVhv382QuFDkaGGBoaou+2UE1aKHxlwj2Fr/T3CsChm3a5kMyt6zGq/JeDwl/HA+r+uqJe4Vprpcf9e31wddVcqeHi6si/2/cDivRoZ6+YRa+RHkuW0LC3zNCQUqVKIpPJKFWqFMlJKfnq0NK6GbF34oiLVdad9h/G2VVz9qmzS2d2/auY9eftdYSOeczkV+fFi5ecPXMRgDdv3nAlIgozC5N85ZtbNyX2bk4ZmcXB/X44OWuWkU4undmzU1F/O3zwKB06tdZ5j0dvFw7uy50VV7pMKYaP/pIVSwouI3PiIU4VD4dx0YoHZ1dHdmxX2ODgAX9VPAC4uDkSd/c+N65rdaKdDSY9PaPAsHMobhvA+9Wj7Tu3J+patJqvylDllcshEaSmPMg33P+6zhYeHklcXHy++hSVnzh3Npj0tMLTg45f2HMob7+wbS8A+/cfxsFBUUar/MKrt/MLeYZbxP46ICBQZauLFy9jYWGWpz7F6as+tvZEYdg0b0qF8uU+6Du1uXY7lppm1bA0rYqRkSHdO1hz8lKEhsyd+GRaN1XMHm/VpAEnL11R3YuKuUdaxhPaWTV8Zx3qN/+ElNgkUu+nIH+TxTnvIGy7apaHkeevqdpVt8KiqWKmaFfJ32SR9Vox8GJkbISBgfDOekhIaFMcMzeHAuaFCemDIAj5HogkiqKLKIoZQEWg0M5N4HdAdx2UHpibmxKfkDtikpCQjLm5qZaMiUpGLpeT+fiJzlIMT09nrkRE8vr1a+7ExNLg03rUrGmBTCbD3b0rFpb5m+1j0MHMrDqJCcmq30mJKZiZmWjJmJCopsOTx0+oXFnRCKlZy4Jjgfs4cHgLrdtaA3D3zj3qf1KHGjXNkclkdHftgrml5nflR3XTaiQnpqp+pySmUt20ml7PqtOkRSOMjIy4H5t/RayodXgfZNWqIler1MpTHiCrpjueULpzR0z+XU+VRXORmSh0fH01ipeh4Zj77cHcfzcvL4SQFXuv0DDNLUyJj09U/U5ISMJCOz1amHJfKSOXy8nMfEyVKpWwMNd91txC8eySJfOZMWOBTuO2MCqaVCYt8aHqd3rSIyqZVM5XvmO/zlw9Fab6bVTCmDmHfmXWgYW00OoULQhFntP8FjNzk3xl5HI5jwvJlwBz5kxm5coNPH/+Ug8dTImPVy8bkrCw0C4bcm2enw49e7oQoaYDwKFDW7h37zJPnz5j/379lv2ZmFYnKTG3oZ+SmIpJEecJUzMTEjTKpmRMzarryOSUXzk2qFy5IvXq10JEZMe+dRw9vZfR43JnAX0/ayx/rdrE8xcvCtWhuOLBwtyM+PtavkGrAWOhppvCNyjyormFmabO8clYmJsRGRVNx46tqVy5IqVKlaR7985YqvmGUd8OJTTkGOvWLqZiRc1lbmZadkhMSMJc20+Ym2jo8/jxEyor7WBjY8XFYH/OX/JjwrjZqoaZgYEBQed9iIkN5uSJs4SEaFb08+N97POufAx50tSsOklqeSI5MRVTrXgwMatOUmJunnjy+CmVKlfE71AAz5+/4GJUAGcjjrB+1WYyMx4Ding4fGoXITdOEnT6AuGhV/WyiYlZNVLUfWVSKtXN3sdfJ+glb25uQkK8Zvxrl9Fm5qYqGblczuPM3PRobWPFhWA/zl30ZeL4H5DL5SQlpfDHyg1cu36GmzHnefz4CSdOBOWrg5m5ZvmUmKBbd1KUYVp5orJCh5q1LDlx5gAHD2+ljbLupE75CuVwcnbgzOnz+eugkx5SMNMpI3NlFDoo0oM67j27c1At3U2dOZZ1qzbzohBfZaYVD4l5xIN6XCni4SmVq1SidOlSjJ84kl9/KXywr0AditkGOTq8az26bv3aiMCOfes5enof343TXVafHx9bna2o/IS+mJvnfmvON+nYQ48yOi/Wr1vCpYv+zJgxXudecfjrHIYO7c+RIyfz+Mbi9VUfW9r8GEh5lIGJmo1NqlQiNS1TQ6ZBbQsCLijaMccvhvPsxUsynjwlOzubxZv2MWlIz/fSobJpZR4l5barHiU9opJp/u0qh/6OhJ+6rPpdxawqv/kvZ/WFDRz8az/pqYVPnJGQ0IdCOzcFQZgmCMI45d/LBEE4ofy7iyAI2wRBcBIE4bwgCJcFQdgjCEJZ5f05giAEC4JwTRCEdYKCPoANsF0QhHBBEEopgxmrfP6qIAifKZ8vIwjCP8p3hAmC4KG8PlQZjjdwVBAEM0EQApXvuyYIQkelXM6M0EVAPeX93/P7TlEUjwNP3sWIgqA74qA9ClWYTMOGn/Djgu8ZN1YxlT4j4zETxv/A5q1/cjRgN3FxCcizsnTe8dHrgD46QEryA6ybdKFrp97MnbmI1et/p2y5MmRmPub7yfNZ+89SDvptI/5eAllZ+lVS8tbn7ahavQq//DmX2RN+eqcp1h9Ch/cmrwExrW95eeY8iT0GkvLFcF5eCqXyXMXyHkNLc4xq1yTRtT+JLv0pYdOCEi0KX2b47ukx/2ddXBx5kPqQy2H6NZbfVp8c2nh2pHazevivy13CMbXdt/zY43vWjVvOgDlfUa1m/jNg3jpcPfLlTwumM3asYulRs2aNqFuvFt6HCt9rM5/Xv1PZsGDBdMaMmaEh06PHl9SpY0uJEsYFblmhGVge+hRxrtAnH+ZnA5nMkFZtWvLd8Gl4dB+Es5sjHTq1oXHTz6hdtyZ+Psf11EH32n8RD+8Tbn7P3rhxm98Xr8bPdwc+3tu4cjWKLKVvWLtuC581bI+NrRPJyan8/Must9cnz0SikAkJiaC1bXfsO3kyecoo1Z5y2dnZdGjrRsMG7bC2bkbDRg1035EHHyJe3paPIU++T53BqmUT5HI5bRp3pVNLF4Z99yU1ain2u8vOzsbVvj9tmzph1aIJDbSWkhagUKH6FEbV6lVY+Mcc5kxYoPez+fmhQlRTvT80JII2ts442PVk0uRvKVHCmIoVy+Pq6kizJvZ8Wr8dpUuXpl9/j7fUQb+4SElOpUVjBzp37MkPsxbx14YllC1XRiUjk8lY9/dSNvy1lbiCBmg/QB2yhXVTXr54QfT12wA0avIptevUxP9w4WXk+/jK6bPGs2bVRtXs7XemmG2Q7/v1rEcbymS0btOS74ZPxaP7QJWveudwi7XOpnvtQ/gJ/cPXxx6F66jN0KHjsLbpSucuvenQvhUDB/Z+63d+SH+dw/Tvx5KVJeffHfs/mD45FJ+vKpq0+bGi/aWTh/QiNPIW/SYvJCTyFtUrV0RmIGOXfyAdWjbGtGr+HZH6hZdnZT5POvS0o17T+hxam7vn8KOkh0zrPoHxnb7FrrcDFapWeC99JCRy0GfmZiDQUfm3DVBWEAQjoANwFZgNOIqi2BIIASYpZf8URdFWFMUmQCnATRTFvUqZgaIoNhdFMWe6y0Pl82uAnI2EZgEnRFG0BRyA3wVByKmxtQWGiKLYGfgCOCKKYnPACgjX0n86EKMMb6o+RskPQRBGCIIQIghCyJus3H7QhIQkLNVG1iwsTEnSWoKUkJCskpHJZFQoX4405dIIcwtT/t25lhHDJnP3bu6sOD/f4zjY9aSLQ29u3brD7dux+er2MeiQmJiiGhEDxahqzrLaXJncUUiZTEa58uVIT8/g9es3qqVDVyKiiIu9T716tQE45n8KF8fPcXMawO1bd7kbE5evDuqkJKViap476m5iXp0Hyfkvy9GmTNnSrN6+lD8WreVKaKTez31IHT4E8tSHqpmYADKTasgfau7zk535GN68AeCZly/Gyv1sStl34PW164gvXiK+eMnL85cwbtKo0DAT4pM0RoYtLMxI1E6P8UnUUMrIZDIqVChPWlo68Qm6zyYlptCunQ1ubk7cunmB7dtW4+DQns2bVuplg/TkR1Q2z52tWsmsChl5jBI2at8UtzG9WTlskWrJBKCSfXA/lRsXIqnZuI7Os3mhyHOa36KTJ9RkZDIZ5bXy5Y6daxk+bJIqX7Zq3ZIWLZoSdT2IgON7qP9JHfz8dxasg6V62WBGYqJ22ZBrc20dLCxM2bVrHcPUdFDn1atX+Pgc01k6lR8pSakaM3JMzKuTmvywgCfen6TEZI3ZBmbmpqRoxUNSYrKq/MqxQXp6JkmJyZw/G0xaWgYvXrzkxLFAmlo1wtrWimZWjbl05RgH/bZRt35t9vlsyleH4oqH+IQkLGto+YbEZF0ZS3XfUJ60tAxlPlZ71tKUxCTFs5s27aR1G2e6OPYhPS2D27fvApCa+pDs7GxEUeTvf/7F2qaZRliJWnYwtzAjKVnXT6jro26HHG5Gx/Ds2XMaNdI8tCMz8wlBZy7i2DX//QU/lH3elY8hTyYlpmCmlidMzauTohUPyYkpmJnn5oly5cuSkZ6JRx9nAk+cIysri0cP0wi5GE6z5o01nn3y+AkXzgZj10W/QY+UxFRM1H2lWXUevEW5UKZsaVZtW8Ifv67jymX9/XVCQjIWlprxr72EPFFNRiaTUb5COZ2lrTejY3j2/AWNGn2KvUN74mLv8+hhGllZWXgfOkLrNi3z1SExQbN8MrcwITlZt3yysNDMEzp1p/BIYu/eo57a/rdLV/zEnZhY1q4p+MAM3fRgQrJWXUVdRqGDIj3k0KOXM15qy7GtbZvT1KoR58OPcMBvC3Xr1WbPoY3520CjXDDN01dqxkNZ0tMysLG1Yv5P04iIPMWo0UOZNGUUw0e+/UKs4rYBvF89OjExRcNXHT8WSDOrwutr8PHV2YraTxRGQkLut+Z8k449EpLzLaPz/S6lb3n69Bk7d3lha6O5N/R/7a8BBg/qg4uLI18O0dxvM/cbi9dXfWxp82PApEpFUh7ltmFSHqVTrbJm52D1yhVZ9v1Idi+ZybgvegBQrkwpIqLvstPvNN1HzmbJ5v14n7rI8q1eb63Do+RHVDHLbVdVMatCekqajlzT9s3oNaYPvw1bqNGuyiE9NZ34m/f5rJV+ZZWEgmzEj/5fcaFP52YoYC0IQjngFXAeRSdnR+AF0Ag4KwhCODAEyDmpxEEQhIuCIFwFOgONdd6cS85QUShQW/m3EzBd+d5TQEmgpvLeMVEUc3JQMPCVIAjzgKaiKL7T7Et9EEVxnSiKNqIo2hgZ5u6nERp6hXr1a1OrliVGRkb06eOO7+EAjWd9fQMYOEgxQtezpzOnlcuDKlQox759/zBvzm9cuBCq8UzOKXoVK5Zn+IhBbN6U/4lmH4MO4ZevUrdeLWrWssDIyAjP3i4c9dNc4nDU7yT9BihmMLh5dONs4AUAqlSppNrkuWYtS+rUraWaZVBVObpUoUJ5hg4bwPYte/PVQZ1rYdepWbcGFjXNMDQyxNmzKyePnNHrWUMjQ1Zs+pVDe3w56n1Cr2c+tA4fitdRNzCqaYHM3BQMDSnd1YEXgec0ZAyq5I7glerUljfKSkhWSiolWjYDmQHIZJRo2Yw3eixLDw4Jp379OtSuXQMjIyP69/PAx0fzcBgfn6MMHtwXgN69XTl56qzqev9+Hop9X2vXoH79OlwKDmP27EXUqWvDJw3aMHDQaE6ePMuQoeP0ssHdiNuY1DajqmV1ZEaGtHZvT/ixYA2Zmo3r8OXCkawctognjx6rrpcuXwZDY8UOGGUrleMT689IuqXfFgWhoRE6+fLwYc3DMA77HlPLly6cPq2ImwoVyrN/30bmauXLDeu3Ub9eaxo17IBjl77cvnUX5+6f56tDSEgE9evXoVYtRVz07ZuHDocDVDMIevXS0mH/RubM+Y3z53NPWS1TpjSmpoqOCJlMRvfuDkRHx+hlE/U8YWRkiItnV04eCSz8wfcg/PI16tSrRQ1l2eTR25kjWmXTEb+T9BvgCYCbhxNBgYr96k4dP0ujxp+q9s9r096Wm9G32fLPLlo0tKdVs654OA/izu1YersNzVeH4oqHnHBz8mK/fh74+GiG6+NzLDcv9nLllCovHqOfVl4MDlaMH+b4hho1zPH0dGbXLsVM5xx9ADw8unM98qZGWKGhV6hbLzdP9O7jpuurDh9ngNIOnmq+qlYtS9XBEDVqmPNJg7rE3YunStXKVKig8MklS5bA3qE9t6Lv5BsXH8o+78rHkCevhEVSu25NLGtaYGRkiHvP7gT4ndaQCfA/Re/PFY0i5x5dOX/mEqBY7ti2o2L/zVKlS9HCpikxt+5SuUolyin3GitRsgQd7NoQcytWL5tEhl+nlpqv7O7pyKmj+vvr5Rt/xXuPH8fe0l9fDr1CPbX02KuPG76+mrPsfH2P88VAxUmwnj2dCcwvPX5Sh7h78dy/n4hNq+aUKlUSADv7dgXGRdjlq9SpV5uaSh08e7ni76v5Hf6+J+j/hWIZobtnN4LyqDvVqm1J3Xq1iVMe0jJj9gTKVyjLrOkLC7VDxOVr1KlbkxrK9ODRy5lj/ppl5DG/k/T9XFF/c/VwUu3pCYoZUm4eThzan9uxt3XjLmwad6Zt8270dP6SOzGx9O2R92EuiniopbJBrz6u+GnFg7/vcQYMVNjAo2d3Ak8rbODiNACrxvZYNbZnzepNLF28hvVrtxb6zR+bDeD96tGnjgfRUM1XtW1vy009/fLHVmcrCj/xNijK6Nq5fqFvj7z9wqA+APTSwy/IZDLVcm1DQ0NcnLsQGRmtIfNf+2snJ3umTBlNr95f8eKF7rYJH4Ov+tjS5sdA4/q1iEtKJT7lIW/eZOEfFIq9reZAcvrjp6ol9xv2H6FnF8UexYsmfsXRdT/jv3YBk4f0wt2+NRMGe761DjERtzCtY0a1Gop2VTv3DoQcu6QhU7txHYb9MprfvlnI40e5g0CVTatgpJxNXaZ8GRrYfEZiTCISEh+CfPeszEEUxTeCIMQCXwHngCsoZlLWA+6i6GgcoP6MIAglgdWAjSiK95UdjyULCCZn12W5mk4C0FsURY2SXxCE1sAzNf0CBUHoBLgCWwVB+F0UxS2FfdeHRC6XM3nSXLwObUEmM2Drlj1cv36L2T9M5PLlq/geDmDzpl1s+HsZEVdPkp6eydAvxwIw8tsh1K1Xi+9njOX7GYprHu5f8uDBI377fQ5Nmyo2+130y0qNkbaPVYeZUxewY98GZDIDdmzbT/SN20ybOZbwsGsc9TvJv1v38ufaXzl/2Z+M9ExGfq04kbhNexumzRhHljwLuTybaZPmkZGhKAh/WjSTxk0Uo65LflvDnZhYveNl4YzFrN25ApnMgAM7fIiJvst304YTGXGDU0fO0KR5Q5Zv/JXyFcth79SB76YOx9PuC7r3cMS6TQsqVqqAZ3/FKX6zxv1EdOTbnar3PjoAbD74F3Xq16J0mVIEhB1izsSfOXfqYiGhaiuRTfpvf1Bt5a8IMgOeHvIj604c5UcO5fX1aF4Gnqfc5z0p1akdYpac7MdPSJv/GwAvjgdS0qYFpjs2gAgvzwfz8kz++3apf/f4CbM5fPhfZAYGbNq8i6iom8ydO4XQ0Ah8fI7xz8adbNq0kutRQaSnZzBwkGJr3Kiom+zZ682ViJNkyeWMGz/rvffEyZZns23OBiZtmY2BzICg3SdIvBWP58T+xF6NITwghH4zBlOidElGr1akyUcJD/lj+K+Y1bdkyMIRymU/Ar5rDpB4W7+KsiJfzuHgoS3IZDK2bNmdR77czYa/l3Ll6inS0zMYosqXX1K3Xi2mzxjH9BmKSlcP98E6p2vqo8PEiXPw9lbosHmzQocffpjE5ctXOHw4gE2bdvHPP8u4du006ekZDB6sGMH/9tsh1KtXm+nTxzJ9ukIvd/fBCILA3r0bMDY2RiaTcfr0Odav36a3Pj/PWMy6nSsxkBlwYIc3MdF3GTNtBJER1zmpzBMrNv6mzBMd+W7qcDzsFG5my8G1qjxxPMybORMXcLaQPKEom35mx771yGQG7Nx2gJs3bjN15hgiwiI56neSHVv38cfaXzl32Z+M9Ay+/VqxiCAz8zFrV23G78RuRFHk+LFAjh99+87Y4ooHuVzOhAk/cNhnOwYyAzZv2kXU9ZvMnTOF0MuKvLhx4042bVxBVFQQ6WkZDBqszIvXb7J3rzcRESeQZ8kZP362Ki/u2rmOKlUq8eZNFuPGz1KV178snIWVVWNEUSQu7j4Tx/+go8/UyfM4cHCzylfduH6LWbMncPnyVfx8j7Nl8y7WbVhK+JUTpKdn8tUQRfpv286GiZO+5U1WFtnZ2UyaMIe0R+k0bvIZf637HZlMhoGBwIF9vvj769fJ9T72AbgZfZ7y5cthbGxED/duuLp+Uejpqx9DnpTL5cz9/he27FmDgcyAPf96cSs6honTR3M1PJIA/9Ps2naAZWt+5mSwN5kZjxk7THE69da/d/L7Hz9y5Ox+BAH2/nuQG1G3+KzRJyxetQCZzADBwIDDXkc5oWdekcvlLJy5hDU7liOTGeCl9JWjpw0nKvw6p44G0bh5Q5b/s4jyFcth17UDo6YOo5fdQLr16ELLNs2pUKk8Pfq7APDD+AV6+Wu5XM6UyfPZ77UJmcyAbVv3cuP6LWbOnkCYMj1u3bybdRuWEBZxgvT0DL4eqtgrr01bGyZOHsmbN1mI2dlMnjiXtEfppD1K56CXP4FnD5GVJedKRCSb/sl/dr1cLmfGlB/ZvX8DBjIZO7btI/rGbb6fOY7wsGsc8TvB9q17Wb3udy6FHSU9PZMRX08EoG17W76fOY6sLDnZ2XKmTJxLRnomZuYmTJo6ipvRMZwIVCwF/Hv9NrblMzgsl8v5YdpCtu9di4FMxq7tB7h5I4YpM74jIiySY/6n2LltPyv++oWgEF8y0jMZPSx3MVSbdjYkJaZwr4BDYgqLh2mT57PPayMymYztWxXlwozZ4wm/fE0VD39tWEJoxHHS0zP4ZuiEQt+7YeMy2ndsTZUqlbgWHcSin1ewbcuej9IGOTq8az1a4as24X9ij8pXBRxVDFj8MH8KPfu4Uqp0KS5HKt6xeNEqjXD/yzrbmO++ZvLk0ZiaVuNyaADHjp5m7He5y5aLwk8A/LNpBR2U6eH6zbMsXLCCrVt25xkPEyb8gI/3NmQyGZs27+L69ZvMmTOZy6FX8Dl8jI2bdrLxn+VERZ4hLS2DwV9+p3o+Ovoc5csp/IK7ezdc3QZy7148Pt7bMDIyQiYz4MSJIP7+5988w/2v/PXy5QsoYWyMn6/iUJ2Lly4zftxsDX0+Bl/1MbUnCmPq3EUEh10hI+MxXTwHMfqbwfTWOgDpfTGUyZg5rD+jfvwTeXY2nl3aUr+mOat2eNOoXi0cWjUj+NpNVm4/iIBAy0b1mTWi/wfVIVuezT9z1jNzy1wMZDJO7Q4g/tZ9+k4awJ0rtwkNCGbQzKGULF2SiasVdYeHiQ/4fdhCLOpbMnj2Vzl7B+Cz7iD3o/VblSkhURiCPvsSKTsnv1b+u4pitmQoMEL5f2dRFG8LglAasARSgWgUszBlwAVgryiK85R7ZS4VRfGk8t2xKDpBHwqCYAMsFkXRXhCEhUB5YKwoiqIgCC1EUQwTBGGoUn6M8vlaQIIoilmCIEwAaouiOCHnvSh2gLgsimLOjNKCvtMemCKKolthsmVL1ym++bYfEWWNC+qzLnqqlpD26ADwq1mmcKEipm7EjeJWgcHmBZ8g+1+wKzWkcKEiJPs99gL8UNQtr9+hX0VJ2qsim8SvNxmvnhUuVMTIs9/uIIUPTUnDt9vrrCh4mfW6cKEiRmYgK24VMC2t3wniRUk5o9LFrQJxT1MLFypCjGWFzisockrIjIpbBZ69LvyAnaKmTDHXYQGyirmMBnj0/HHhQkVIKaMSxRo+wCv5m+JW4b32cv5QfAy+Kkue//kO/wXPE//bFXZ5kZ2S/2Si/4ovXd7vkLYPwa44L+ko9TywqNS4+AuLQkhIjyyWuNP3tPQzgBlwXhTFFOAlcEYUxQcoTj/fIQjCFRSdmJ8pTylfj6Ij1AtFZ2gOm4C/tA4UyoufACPgiiAI15S/88IeCBcEIQzoDaxQvymK4iMUy+avFXSgkCAIZ4A9QBdBEOIFQfiwwywSEhISEhISEhISEhISEhISEhISHxS9ho+VJ4kbqf1uoPb3CcA2j2dmozhsSPv6PmCf2qXaavdCUHRWojxsaGQez29C0UGa83szoLNTuiiK6u/9Iq/v0pLvWJiMhISEhISEhISEhISEhISEhISExMdD8a+NkZCQkJCQkJCQkJCQ+/vVJwAAIABJREFUkJCQkJCQkMiXj2ELso+V/1Odm4IgNAW0j1B8JYpi6+LQR0JCQkJCQkJCQkJCQkJCQkJCQuLd+T/VuSmK4lWgeXHrISEhISEhISEhISEhISEhISEhIfH+/J/q3JSQkJCQkJCQkJCQkJCQkJCQkPhfQ0Ralp4f+p6WLiEhISEhISEhISEhISEhISEhISHxUSHN3HxHXma9Lm4VMDSQFbcKZGXLizX819lZxRo+fByjJwkJFYpbBUoblyxuFYjLelzcKiATinfMyNBAKNbwAeRidnGrwLM3L4tbBYw+gjL6jbz4y8jiRvwINl4vKTMqbhV4KX9T3CpQxrD44+J1MecJA4q/jM6SF2/dDcBYVvxNEHl28fuq4k6PAAYGxVtv+RjqDMJHkC8/hvZEGaMSxa0CT4o5PWSn3C3W8AEMTOoUtwrceJVa3CpISLw1xV+zkJCQkJCQkJCQkJCQkJCQkJCQkMiXj2HQ/mNFWpYuISEhISEhISEhISEhISEhISEh8T+J1LkpISEhISEhISEhISEhISEhISEh8T+JtCxdQkJCQkJCQkJCQkJCQkJCQkLiIyb7I9if92NFmrkpISEhISEhISEhISEhISEhISEh8T+J1LkpISEhISEhISEhISEhISEhISEh8T+J1LkpISEhISEhISEhISEhISEhISEh8T+J1Ln5HnRzsifyWiA3ooKYNvU7nfvGxsb8u30NN6KCOBfkTa1alqp7308bw42oICKvBeLU1Q6AEiVKcP6sD6Ehx4gIP8HcOZNV8g727bl00Z/wsOP88/dyZDKZTnhdu9px5cpJIiMDmTJldJ76bN26isjIQAIDD6r0qVy5IkeO7OThw+ssW/ajxjN9+rgTHHyEy5cD+PnnmW9ln86OHbkQ6s+l8GOMmzgiD32M2LBxOZfCj3HkxB5q1LQAoEZNC+6nXOFk0EFOBh1k8bL5bxVux85t8T+/j2OXDjBi3BCd+0bGRixfv5Bjlw6wx38TFjXMFNeNDPll5Ry8T+/k0Ml/adXOWvWMa89uiuundrBh10oqVa5QqA5Hzu8j4JIXI8YNzfPbl6//hYBLXuz136yhw6KVc/E5vYtDJ3do6JDDX1uXcjhw19uYhAr2LbA68wfNz67CfEzPfOUqu7alTeJ+yjSrB4BgZEjdZWNodnwZTY8tpXzbxnqH2cWxEyGXjxEWcYKJk0bq3Dc2Nmbj5pWERZzg+Ml91FTGf0vrZpw5582Zc94EnffBzd0JgPqf1FFdP3POm/uJ4YwaPVRvfWztbdh0+m+2BG3k8+/669xv2ropf/mt4misH51cO6quN29nxdoja1T//G770L5bO73DdezaidCwAMKvnGDi5G/ztUP4lROcOLVfZQdr62YEnfch6LwPZy8cVtnBwsIMH9/tBIce5WKwv142+NBxAfDt6KGcv+THhWC/t4oHbTo4tMXv3F6OXNzP8LG6+dWmTQv2BWzlWuJ5url1fudwPnQ8lChhzMnTBzh74TAXg/2ZOWvCf66DvmnhQ/sqS0tzAo7u4eqVU0SEn2DsmG9U8lZWjTl7xpuQ4KNcOO+LtXWzj8IOTk72XLsWyPWoIKbmY4Pt29dwPSqIs1o2mDZtDNejgrh2LZCuShs0aFCPkOCjqn+PHt5g3NhhAGzfvkZ1/dbNC4QEH9UJr4tjJy5dPkpoxHEm5JMn/968gtCI4xw7uVflH3OwtDTjfnIEY8Z9o7LBId9tXAj151ywHyNH6+YlbRy6dOBM8GHOXfZnzIRheehgxF//LOHcZX8OB+zEsqa56l7Dxg3wPvovp84f4sRZL0qUMAbAyMiI35fPIyjElzOXfHDt0bVQPXJo79AG77O78L2wh2/GDta5b92mObuPbSY8IYiubg4a9/7asYxzN4+xattivcPLi65d7YiIOMG1a6eZMmWUzn1FPepPrl07TWCgFzVrKtJJ584dOHvWh+DgI5w964Odnf4+At49PbS0bkbguUMEnjvEmfPeuLrn2nvk6CGcu+TLuWA/vtXTTxRnmnTo0oGzIX5cCDvC2InD8wjfiHUbl3Ih7Ah+x3dp1Bljk8M5fuYAx88c4Ldl81TPGBkZsXjFj5wL9Sco2BfXHk4679XW4UPniX/3riUgaD+nzh/i16VzMTAouOnVxbEjFy8fISQ8gPGT8qo7G/P3puWEhAdw7IRuPFhYmnEvKVwVDwDh104SdMGH02cPcfz0/gLDB3Dqas/VK6eIijyTb3ti29bVREWe4UzgIa32xC4ePbzB8mU/aTzjfWgrwZeOEHY5gD//WFioHbp2tSMs/DhXrp5i8uS88+LmLX9y5eopTp3WzItBZ725dMmfoLPe2Nm11Xl29571BAcfKdQORdGu6tevByEhRwkOPsKhQ1uoUqWSxn0nJ3uuXT1NVFQQU6fk46u2rSYqKoigM1q+aup3REUFce3qaZWvAhgz5hvCLgcQHnacsWO/0XnnxIkjef0qXkcXePe2XA4WlmbEJobx3divVddGjPqSMxd8CLp4WC9f9aHTY6lSJfE6sIkrEScJuxzAgp+mF6qDOkGXI3EfMw/X0XP5e79uOkpMfcSwuSvoPXEBX/+wjOSH6Rr3nz5/geOwGSxc/3ZtOX2ZvXApnVw/x3OQbv3qQ9LOoTUHg3bgfX43X4/R9dkt2zRn59GNhMYH4qjmsz9t/AlbfNax//Q29pzYQjePLkWq5/+PiKL40f8rLqTOzXfEwMCAlSt+xs19EE2tHOjf35OGDT/RkPn6qwGkp2fyWaMOLF+5nl8WzgKgYcNP6NfPg2bNO+PqNpA/Viqc/KtXr3B06oe1TVesbZzo5mRP61YtEQSBf/5ezsBBo2neogv37sXz5eC+OvqsWLEAD48hNG/ehX79evDZZ5r6DB3an4yMTBo37sQff2xgwYIZALx8+Yr585cwffrPGvKVK1fkl19m4uw8gJYtHTExqYqDQ3u97fPrkrn07z2c9rYu9OrjRoNP62nIDPyyLxkZmbRq3pW/Vm1i7vypqnuxd+/h0MEDhw4eTJk4V68wc8Kdu+h7hn8+Dpf2fXHr2Y16DepoyPQd6EFmxhO6turJpr/+ZeqcsQD0G6zo9HO3+5yhfb9j+o8TEAQBmUzG7J8n82XPkfSwH0B05G0GfaPbOaauw7xF0xn2+Tic2/fBrWc36mvp0GegJ48zHuPYypONf21n6pxxGjq42fVnaN/RzPhxIoIgqJ5zcnXg+bMXettDqRB1Fg7nxsAFRNiPp4pHR0p9YqkrVqYkpt+48CT0pupa9YGOAFzpMpHrn8+n5tyhoKZPQTZYsnQefXp9TSubbvTu686nn9XXkPlyiCL+W1h1ZvWqjcz/6XsArkfdxL6jJx3budPb8yuWr1yATCbj9q27dGznTsd27th18ODFi5f4eOt2GuSnz7gFY5gxeBZfOwyns4c9tT6pqSGTmpDKb5MWc9zrhMb18HMRjOw2ipHdRjGl/zRevnxJyOlQvcNdsnQ+vXt+ha11N/rkaYd+ZGQ8pnmzzqz68x+VHaKibmLXwYMObd3o5TmUFX8o7JAlz2LWzIXYWjvRxaE3w0cM1nmnrg4fNi4aNmrAkKH96WzXk/Zt3Oju3Jm69WrrZRNt3eb8Oo3hA8bj1qEfrr2cdPJrUkIyM8bNxyePCuTbhPOh4+HVq9e4uQykfRtX2rd1w7FrJ2xtm/+nOuiTForCV2VlZTF12nyaNrOnfQd3Ro0aqnrnooWz+GnBUmxsnZg/fzE/Lpiuo89/bYccG7i7D6KZlQOf52ODjPRMGjbqwIqV61moZoP+/Tywat4ZNzUb3LwZg42tEza2TrRq3Z3nz1/gddAPgIEDR6nuHTjgywEvXx0b/L50Hn17fUMbm+707uumY4PBQ/qSmZGJtVUX1qzayLyfpmnc//nXWQQcC1T9zsrKYvaMX2hj3R0nhz4MGz6o0HJh4eLZDOwzErvW7nj2cdHx0QMG9yYz4zHtWnZn3erNzJ6nGHCVyWT8ue5Xvp80H/u2PejtNoQ3b7IAGD9lJA8fpNHBxoVOrd05HxScrw7a+sxeNIVRX0ykR8cBuPR0om6D2hoySQkpzB7/E777dcv9jau3M2PM2w2E5qXD8uU/4eExhBYtHOnbN+96VHp6Jk2a2PHHH3/z88+K9P3oUTp9+nyNrW03hg+fxD//LHurcN81PVyPuolDx550ateDPp5fs0xVRn/CkKH96WLXi45t3Ojm7EDderWKRIcc3idNGhgYsGjJHL7oM5yOrdzo2dtVJz1+8WUfMjIe06ZFN9au3swP83MnAMTdvUeXjj3p0rEn0ybOU12fMOVbHj54RDvr7nRs5cr5oEsF2qAo8sSIrybh2KEX9m17UKVqJdw9uxWow29L5tGv1zDa2jrTu48bn36qabNBSjvYNHdUxMOPUzXuL1w0i+Nq8ZBDD9fB2LXvQRe7XvmGn6PDihUL6OHxJVbNO9O/n4dOPvhq6OdkZGTQqHFHVv6xgZ8XKCY/KNoTi5k+fYHOe78YOArbVt1o0dKRqlWr0Lu3W4E6LF32Iz09h2LdsqsyL2raYcjQfmRkZNKsqT1//vE3Py1Qz4vf0KpVd0YMn8yGvzXzYg+Pbjx7+rxAG6jb4UO2q2QyGYsXz6Nbt/7Y2nbj6tUbjBo1VCdM9x6DsbJyoH9/Dxpq2/6rz0nPyKRRow6sXLmehcqJJw0/U/jr5s074+Y+iJUrf8bAwIDGjT7lm68H0K69G9Y2Tri4OFK/fm49y9LSjC5dOhIXF5+nDd6nLQew4JeZGunxs4afMHhIP5wc+mDXrgdO3Qovm4oiPS5bvpZmVg60au1M23a2dHOyz1cHdeTybBau38Wa2WPwWvEDfmdCiLmfpCGzZPN+3O1bs2/ZbEb2c2Hl9oMa9//c4Y11Y81v+JB4unTlr6W63/whMTAwYOYvUxj9xWR6dvqC7j0ddXx2ckIyP4xfgN+BYxrXX754yeyxP9LLbhCjB0xi6o/jKVe+bJHqK/F/h/+8c1MQhKGCIJir/Y4VBKFqEYTjKwhCReU/3WEeTdnmgiCcFwQhUhCEK4Ig5N9zpaSVbQtiYmK5e/ceb968Yffug/Rw16yw9HB3YuvWPQDs23eYzg4dlNe7sXv3QV6/fk1s7H1iYmJpZdsCgGfPFA7XyMgQQyMjRFGkSpVKvHr1ilu37gAQEBBIr54uGmHZ2jbX0GfPHm/c3TVHqN3dndi2bS8A+/f7qjoqnz9/wblzwbx69VJDvk6dmty6dZeHD9MAOHEiCE9P58JMA0BLm2bcvRNHXOx93rx5w4F9h3F2ddSQcXbtws4dBwA45OVPR3vd0dW3pVnLxsTF3ud+XAJv3mRx2Osojs52GjJdnO04sMsHAH/v47Tt2AqA+p/W4XygoiGW9jCdJ5lPaNq8EYIAgiBQqnQpAMqWK0Nq8oO30qGLs72GjKOzHfvz1KEu5wIvqXR4rNQBoHSZUnw1ahCrl254K5uUbVGfl7FJvLqXgvgmi0cHg6jUrZWOXI1pX5C42gvx1WvVtVINavD4zBUAsh5lIs98RhmrejrPamNtY8WdO3HEKuN//14fXLXi38XVkX+3K2YQeB3ww04Z/y9evEQulwNQsmSJPEd/7O3bcffOPe7fT9TLBp81/5SE2ESS7iWT9SaLkwdP085Jc2ZNSnwKd67fRczOf7Spk2tHLp0M4dXLV3qFa6Nlh317fXB105zJ5OrmyI7t+wCFHeztFXpp2KFECXLMkJL8gIjwSACePn1GdPRtzM1N89WhKOLi00/rEXIpTHU/KOiSTnmjD81aNube3fvEK/OK74FjdOmumV8T7idxM+p2gfFSGEURD6BdXhsWOFJZXGmhKHxVcnIqYeHXVOHeuHELC2W4oihSrnw5AMpXKEdycmqx20HbBrt2H8Rdywbu+djA3b0bu/Lx1zl07tyBO3fiuHcvAW369HFn1y7Nhk1OnoxT5cnDuOj4R0d2bFf4x4MH/FV5EsDFzZG4u/e5cf2W6lpKygOuROTa4GZ0DGZmJjr65NDCuimxd+5xLy6eN2/ecHCfH91cNGdGd3fpzO4dXgD4HDxKR7s2ANh1bs/1azeJuhYNQHp6JtnZ2QB8PrAnK5etBxRpIS0tI18d1GnashH37sYTH5dI1pss/LyO0bl7Jw2ZRGVZkJ1HWXDxTAjP9eiwKIicelRO2tyzxxs3rbTp5taV7cq0uX+/L/b2inpUREQkSUmKtB4VdZMSJUpgbGysV7jvkx7U80QJtTK6waf1Cb4Urrp/NuiSxsz7D6kDvH+abGndjLt37hEXq0iPXvt96e6qOZunu0sXdv+rSI/eXkfokMeMPG0GDOrFyqXrgMLTY1HliadPngFgaGiIkbFRgX7CWqvuvH/fYZzdNO3g4urIzn8V/vqglz+dtOIhNlYzHt4W7fbE7j2H8mxPbFW1Jw7rtCdevtKtIz158hRQ2MG4EDvY2DTnTkyun9i71xs3N00d3Fyd2L5NkRcPHPBV+YmIiEiS88mLZcqUZuzYYfz66x9vbYcP0a4SBAFBEChTpjQA5cuXJSkpJd8wd+8+mLftc3zV/sM4qHyVk46/trVtzmef1efixdz62pnAC3h4dFe9b/Hv85g54+c84+N923LOro7Exd4n+sZt1bUGn9YjNDhCpc+5s5d06gAFxcOHSI8vXrzk9OnzALx584bwsKtYWJrlq4M6127HUtOsGpamVTEyMqR7B2tOXorQkLkTn0zrpp8C0KpJA05euqK6FxVzj7SMJ7SzaqhXeO+CTfOmVFDWw4qKJi0acf9uPAn3FD7b3ysA+24dNWQS7ydz63qMqizMIe7Ofe7dVXSmP0h5SNrDdCpVqVik+kr836E4Zm4OBcwLE9IHQRAM87sniqKLKIoZQEWgwM5N4DnwpSiKjYHuwHJBEArMZeYWptyPz+1YiU9I0mlUqsvI5XIyMx9TpUolzM3zeNZC8ayBgQEhwUdJSrjC8eOBXAoO4+HDNIyMjLBuqVje16uXK5Y1NE1obm5KvNo7ExKSMDc3yVdGLpfz+PGTPJcg5BATE0eDBvWoVcsSmUyGu7sTlpb6RZ2ZmQmJ8cmq34mJyZhp6WNmZkJCfJKGPpUrK/SpWcuSE2e8OOS7jTZtbfQKE8DErDrJCbkVheTEVEzMqmvKmFYnSSkjl8t58vgplSpX4Ma1W3RxtkMmk2FZ05zGVg0xtTAhK0vO3GmL8AncSdA1f+p/Woc9WqNw6pia5b5foUMKJmbVtHSoptJTLpfz9PFTKlWuyI1rN3F0tlfp0MSqIWYWCrtNmD6Kf1Zv48ULzcpSYRibVuF14iPV79dJjzA2q6whU7pJHYzNq5ARoDkj8XlkrKIjVGZAiRrVKdOsHiXMCx+LMDfPjVuAhIQ84t/cVDP+M59QWZkerW2suBDsx7mLvkwc/4Oq8ZZDrz5u7N3rrcfXK6hqVpUHSbkd0g+SH1DVrIrez+fg0MOek14n9ZY3MzclXs0OiQlJmJtp28FEJaPKB0o72NhYcTHYn/OX/JgwbraOHWrWtKCZVWNCgsPz1aEo4iIq6ibt2reiUuWKlCpVEicnO70rhuqYmFbTzCtJunnlQ1BU8WBgYEDQeR9iYoM5eeIsISGaFdz/Qocc8ksLReWrcqhVy5LmVk24eCkMgElT5vLrL7O5GxPMb4t+YN6c34rdDuYWuv7RQk8bWOTlW7Vs0L+fB7t2eaFNhw6tSU19wO3bd3W+L0HDBrp5Uj3fKvLkUypXqUTp0qUYP3Ekv/6Sf+O8Rk0Lmlk1IrSA9GhqZkJCQq6PTkpMxlTLV5qamZColMn10RWpV78WIiI79q3j6Om9jB6nWG5YvoKiMfX9rLEcPb2XdZuWUbWafuVsddNqJCfmdoSnJKZS3fTDlwUFYa6VNhMSkrDQimt96lE9e7oQERHJ69ev0Yf3SQ+gKKPPBftx9uJhJinL6OtRN2nX3lZVRnd1si+wjC7uNGlqbkJigmb4ptrlgll1EhJyw3+iTI+gqDMGnNnPgcNbad1WsZ1Pbnocz7HAfazfvJxqBaTHosgTOezYt46rt8/w9MkzfA7mv+LEzMxU9Y05dtDuEFbElZoOGvEwgt/yiAdRFNnntZETgQcY8lXB8ze0y/08y8u3bE/k4OO9jfj7YTx5+oz9+w8XoIMJ8QmaOuSVHnNk8tPB09OZK2p5cc6cyaxcuYHnzwuvRxdFuyorK4tx42YREnKUu3dDaNjwEzZu3Km6b2FuRvx9zfqauYVmvrVQK6fkcjmZj5X+2sJMs/yKT8bC3IzIqGg6dmxNZWVZ0L17Z1Vbzs2tKwmJyVy5ej1Pfd+nLVe6dCnGTRzO74v+1JC/HnWLtu1tVGWTo5Md5gWUTUWZHgEqVCiPq6sjJ0+e1Us+5VEGJmrvNqlSidS0TA2ZBrUtCLigqBMdvxjOsxcvyXjylOzsbBZv2sekIflvD/a/QnWzaiQn5tbfU5MevFP9vUmLhhgZGXE/VndwWCJ/skXxo/9XXBTauSkIwjRBEMYp/14mCMIJ5d9dBEHYJgiCk3LW42VBEPYIglBWeX+OIAjBgiBcEwRhnaCgD2ADbBcEIVwQhFLKYMYqn78qCMJnyufLCILwj/IdYYIgeCivD1WG4w0cFQTBTBCEQOX7rgmC0FEplzMjdBFQT3n/97y+URTFm6Io3lL+nQikAgXmUCGPpbnao155yxT8bHZ2Nja2TtSqY4OtTQsaN1aM/AwcNJoli+dx/qwPT58+IytLs0H37vrkn/gyMjIZN24WW7eu4vjxvcTFxZOVlZWv/AfRB5GU5FSaN7anc0dPfpj5C2v/XkLZcmX0DFf3mm64ecnA3n8PkZyYyv6ALcxcMJmw4CvIs+QYGsr4YmhvPDoPpEOT7kRH3WbkhK/eSgl940KhQwoHArYya8FkLgdHkJUlp2GTBtSqU4Njvvp3rOUGlsc1dXUEgdrzvuLe/E06Yqk7j/M66RFN/X+n1o9f8yTkBqJWZ0KeQeaT9jVl8lBLKRQaEkEbW2cc7HoyafK3qr2rQLGHlotrF7wO+Oq+4C142/1AKlevTJ3PahN8OkTvZ/RKj3lFkFImJCSC1rbdse/kyeQpozTsUKZMabb+u5rp035SzYjIW4cPHxc3o2NYvmwtBw9tZp/XRq5du6F32VBYwEWxT0tRxUN2djYd2rrRsEE7rK2b0bBRg/9cByg4LRSVr8oJd/eu9UyaMlcV7sgRXzJ56jzq1LNl8tT5/LnmV62w8vrEorVDUdrAyMgINzcn9u7z0ZH7vL8nO3fpDoTp5YvzkZk+azxrVm1UzRrWpkyZ0mzZvooZ3y94+3JBTz1lMkNatWnJd8On4dF9EM5ujnTo1AZDmQwLSzOCL4bhZNeH0OBw5i6YqvOOd9WnqNGv/lBw3DVs+AkLFkxnzJgZbxHuu6cHUJTR7Wyd6WLXi4lqZfSKZes4cGgze73+IfLadZ1644fS4UOkyTx3u9ErfEhJTqVl4844duzF3FmLWLNhMWXLlVGlx0sXL9O1U29CLoUzd8E0nXfkvv7D54kcBvQeQfNP7ShRwpgOnVoXoIPuNX3T4PRZ41jzZ97x4Nz1cxw6etKv1zd8M3wgbdvbFqCDPuVl4XrmhZv7IGrVtqGEsXGB21y9b54ARV78acF0xo5VLFFu1qwRdevVwvuQflvcFEW7ytDQkBEjBtOmjQt16thw9ep1pk3L3VfzfeI/v2dv3LjN74tX4+e7Ax/vbVy5GkVWVhalSpVk+vfjmD8//32K36ct9/3Mcfy1apNOerx1M4aVy9azz2sju/f/TeTVG8gLqD8WZXqUyWRs3fInq1Zt5O7de4XK56uj1u/JQ3oRGnmLfpMXEhJ5i+qVKyIzkLHLP5AOLRtjWrVynu/5X+Jdba5O1epV+PmPOcyZkPfMYQmJd0GfmZuBQM48YxugrCAIRkAH4CowG3AURbElEAJMUsr+KYqirSiKTYBSgJsoinuVMgNFUWwuimLO5oEPlc+vAaYor80CToiiaAs4AL8LgpDTw9UWGCKKYmfgC+CIKIrNAStAewrTdCBGGV6htWxBEFoBxkBMHvdGCIIQIghCyP37d6ihNovR0sJMY2kBQEJ8kkpGJpNRoUJ50tLSSUhI0n02UfPZzMzHnA48p9oD5MLFUOw796JtezfOnLmgMxMkISFJY1alhYWZaolUXjIymYzy5csVumTM1zeATp08sLfvya1bd7h9O7ZA+RwSE5Mxt8wdWTM3N1UtE1GXyZlJkKNPeloGr1+/IV2pV0R4JLF372nsD1MQyYmpmFrkjiqamlfXWUKenJSqmg0pk8koV74sGemZyOVyfvlhKR4OAxn95WTKlS9L7J17NGyi6GDOGVXyPXiMlra6h2Tk6pCier9CBxNSkx/q6GCqpkNZNR0W/rCUHg5fMOrLyZQvX464O/doYdOMxlYNORnqzU6fv6ldrxbbvNbqZZPXSY8wNs+drWBsVoXXyWmq37KypSj1WU0a7fuJFhf/omzLBny6aYbiUCF5NnHzNnK162RufrUIwwpleHknKa9gNEhISNaYJWJhYUqyVv5ITNCK/wrlVPGew83oGJ49f0GjRp+qrnV1siMiPJIHqY/Ql4dJD6mmNqJYzbQaj9RsoA/27p0I8j+HvIAGojaJCclYqtnB3MKMpGTdfGCplQ+08+XN6BiePXuusoOhoSHb/l3N7l2HCq2oF1VcbN2yh04dPHDpNoD0tAzuxMQWZg4dUtTyIihmxWjnlQ9BUcVDDpmZTwg6cxHHrprLaP8LHQpLC+p+CD6crzI0NGTPrvXs2HEALy8/lcyXg/tyQDnwsHevt86BQsVhh4R4Xf+YqKcN4vPyrWr+unt3B8LCrpKaqpluZTIZnp7O7NlzCG0StfKkuUUe/lEnT5YlPS0DG1sr5v80jYjIU4waPZQcvtMqAAAgAElEQVRJU0YxfORglQ02b1/Fnl2H8DlU8H7ESYnJGrMSzcxNSdHSISkxWTVLVeWj0zNJSkzm/Nlg0tIyePHiJSeOBdLUqhFpaRk8f/YcX+8AQLF0uGmzRgXqkUNKUiqm5rmz5EzMq/OggO1fioIErbRpYWFGolbdrKB6lIWFKbt2rWPYsElv1VB+n/Sgzs3oGJ4/f6EaZNm2ZQ/2HTxw7fYF6WmZBZbRxZ0mkxJSNGaomVuY6mxpkZSYgoVFbvjlypcjPV1ZZ0xX2OJKeCSxd+9Tr34dtfSo2O/N28ufplb5p8eiyBPqvHr1miN+J3WWuquTmJis+sb87KCIBzUdlPFgbWPFvJ+mEX7tJN+OHsrEyd8ybMQgANU7Hj5M47D3sTwPestBu9zPs7xMSH7r9kQOr169wufwMdy1lpnrvN9CU4e80mOOjLYO5ham7Ni5luFqebFV65a0aNGUqOtBBBzfQ/1P6uDnv5P8KIp2lZUyTdy5EwfAvn0+tGmTe3BofEISljU062tJicka71D4pNx8UKF8edLSMpR+Tu1ZS1MSkxTPbtq0k9ZtnOni2If0tAxu375Lvbq1qV27BiHBR7kZfR5LSzMuXvCnevXc1Vnv05ZraWPF3B+ncvnqCUaOGsKEKd/yjTI9bt+6l86deuLuPJD09ExiYuLytVlRpsfVq3/l9u27/PHn34XK5mBSpSIpj3IPCEp5lE41rUNmq1euyLLvR7J7yUzGfdEDgHJlShERfZedfqfpPnI2Szbvx/vURZZv1V318b9ASuIDTNVm8VY3q/ZW9fcyZUvz57bF/PnrOq5ejiwKFSX+j6JP52YoYC0IQjngFXAeRSdnR+AF0Ag4KwhCODAEyNkV2EEQhIuCIFwFOgMFHbOcc3RfKFBb+bcTMF353lNASSDnBJBjoijm9EwEA18JgjAPaCqK4hM9vilPBEEwA7YCX4mimK19XxTFdaIo2oiiaBMaGk39+nWoXbsGRkZG9OvngbePZsXN2+cog5UH//Tu7crJU2dV1/v188DY2JjatWtQv34dLgWHUbVqZSpUKA9AyZIl6dK5I9HRij7WnKU0xsbGTJ3yHevWbdUIKyQkQkOfvn3d8fHR3MDXx+cYgwb1AaBXLxdOnTpXqE1ywq1YsQIjRgxm48YdhT4DEBZ6lbp1a1OzliVGRkb07O2Kv+9xDRl/3xN8PkAxNb+HZ3fOKPc/qVKlkuoUxVq1a1C3Xm1iY+/rFe7VsChq16mBZU1zjIwMcfV04ri/5sbqJ/wD6dlfsZF5d/cuqgMPSpYqQanSJQFoZ9cauVxOzM27pCSlUu/Tuqr9QNrbtSbmpmbncuE6nNaQOe5/ml5qOlxQ6VBSpUN7pQ63b97l30176dC0Ow7W7nzu9g2xMXEM8tQ9zTQvnobfpmQdM0rUqI5gZEgVjw6kH8095EH+5DmhTYYS1vpbwlp/y9PLN4ke+gvPrsRgUMoYg1IlAKjQyQoxS86LW7qbjmtzOfQK9erVppYy/nv1ccNXK/59fY/zxUDFxvaePZ0JVMZ/zjYIADVqmPPJJ3WIu5cbZp++7uzdo/+SdIAbEdFY1LHAtIYphkaGOHjYce7Y+bd6h4OHAycPvt3M2dDQK9RVs0PvPm74Hg7QkPE9fJwBA3sDCjuczs8ODeqq7LBqzSKio2NY9UfhFbKiiouc5aaWlma4e3R76zgBRV6pVbcmFsq84tKzKyeO6B6E8L4URTxUqVqZCspljyVLlsDeoT23ou/8pzpA4WkhOCT8g/sqgPXrlnD9xm2Wr1in8a7EpBTsOin23Ors0IEYrQ6V4rCDtg369/PAR8sGPvnYwMfnKP3zsQFA//6eeS5J79KlI9HRtzWWmOagyJO1VP6xVx9X/HT843EGDFT4R4+e3Qk8fQEAF6cBWDW2x6qxPWtWb2Lp4jWsX6uoD/yx+hduRt/m/7F33nFRHO8ffw8H9t4pdqNJ1Nh7xV5AsSaxx2hijL3F3hJLjC222HsXsSBNFBWxK0UBxd4oGhUwMSbCsb8/9jjugAPMN3Dkl3nnxSve7uw+n52dmWdmdsqaVZtT2ExOoH8w5SuWpXRZW6ysrOjaoyNeHsblm5fHKXp/7gSAQ9d2+PleAuD0yXN8XLUKuXPnQqPR0LBJPW6HqWuqHfc8TWPdGtJNWzTkdliK78SpEhxwkzIVSmNbxhpLK0s6OrXllNfZDF37T5FYjypbNqke5eZmXI9ycztBX13a7N69E2fOqPWoggUL4OKyhZkzF3HhQsZH98P/lh7KJMsTlT4or1/7tVhxdXSQnZ01Dl3bpVlGmztNBvjfoELFspTRpUen7p3wcjfe3M/L3YfefdT06OjUHj9f1b5xndGOChXL8khXZzzueYomuvTYrEWjNNNjZuSJPHnzUKKk2lmk0Who3bY5d++Yrj/6X7tBhYpJdefuPTrj6Wb8HjzcT/JZH9Vfd3XqwFnde+jcvg81q9lTs5o9a9dsZdmStWxcv5M8eXKTL586NiRPntzYt27KzdDbmELNB+WSfEavLqm2J/rr2xOdOX067Sm9efPmoVSpEvp46NC+FWFhd02Gv3YtiIqVkvxEz56p5EV3b/r2U/Nit27J8uLBLcyauYiLF5OWWtq4YSeVKjbg44+a0qZ1L+7eeUDHDp+lEw//bLsqIuIZH374AcV0I/dat27GLYP1KJPb7N27a+pxn+irDOL+2DHvFP76im55lsS2XOnSNjg5dWTfviMEh9zCrnRNKldpROUqjXj6NJIGDTsYfaj7X9pyjh36ULt6K2pXb8W6X7axfPFaNq3fCaB/fls7axy6tMPFOeXMB+M4+WfTI8Ds2RMpWCA/4yfMTjesIVUrleVR5HOePntBXFw8nn7XaJlswEv069/160xudPGiW2u1TrRw7BccXz8Pz3U/MH5gdxxbNmBMf6f3sp9dCAm8SZkKdnqf3cGpDWeO+2XoWksrS5ZtWYjrAQ+8Xf/GjESJ2XdCz867pZtcszIRRVHihBAPgS+A88B11JGUFYEHqB2NnxteI4TIBawB6iqK8kTX8ZgrDTOJK/1qDTQJoIeiKGHJ7t0AeGOgz1cI0RzoDOwQQvykKMr29J4rOUKIAoAbMF1RlIvphddqtYweMx13t91oLCzYum0foaG3mT1rAlevBXHsmDebt+xl29YV3Ar1Izo6hj791KU/Q0Nv4+zsyo2gU8RrtYwaPY2EhASsrUuyedNyNBoLLCwscHZ2xc1dbfRNGPcNnTq3wcLCgnXrtnPq9DksLTRGesaMmYGr6w40Gg3btu3j5s3bzJw5jmvXbuDm5s3WrfvYvHk5ISG+vHoVw4ABI/TXh4WdI3/+/OTIYYWjY3scHPpx69YdliyZTfXq6pfG+fOXpxgxmlb8TJ44lwOHNmGh0bB7hzNht+4yedooAv2D8fTwYdf2A6xZ/xOXA72JiY5l6BdjAWjUpB6Tp40mPl5LglbLhDEziYmOTcdikt25U35i0/6VaCw0OO85yt2w+4z67muCA2/i4+XLgV1H+GnNXLwvHyI2+jVjv1KnrBQtVoRN+1ehJCTwLPI5E4fPBOD5sxes+mkDu49uIC4unoinkUweaXpXVq1Wy5wpi9i8f5VOwxHuht1n9HfDuBEYqteweM33nLh8mJjoWAMNhdm8fxVKgkJU5HMmDJ+RoedOO1ISeDhtIx/unonQWPB870ne3n6C3cTPeBN0z6ijMzlWRQvy4Z6ZkKDwLuold0euyJhJrZYJ4+fgcngrGo0FO3c4c+vmHaZOH0OA/w083E+yY9t+1m9cQkCQD9HRMQweNBqAho3qMnb818TFxaMkJDB+7Cxe6b6S5s6dC3v7JowZNe29oiBBm8DKGav4cZe607HHPi8e3X7EoAkDCAu6zQXvi1SpUZk5G2eRr2B+GrVtyMBx/fmy9VcAlLQrSQmb4gRduJ6OpZTxMHH8bA4d2YZGY8GO7Qe4dfMO06aPwV8XD9u37WP9xqUEXvchOjqWLwaOAqBR47qMHTeMuPh4EhISGDdmJq9eRtOwUV0+79Od4OBb+F1QK4RzZy/muNfpLH0XO3atpkiRQsTFxTNh3GxiYl6/V9wkavt+8iI27VuBhUbDwd1qfh2py6+nvHypVvNjVm1dRIGCBbBv15QRk77GsXm6e75l+nuoWu1D1q7/CY1Gg4WF4NBBdzw9fbJUQ0bSQmb4qiaN69G/X0+u3wjl6hW1k3DGjIV4ePowbNhEli6di6WlJX/9+SejR0wzezwkxoFbsjiYNWsC1wziYOvWFdzUxUFfgzg44OzK9WRxAGp51KZ1c4YP/y7F+1bX4Ux9bWatVsuk8XM4eHgLGo2GXTvUOJgyfTSB/sH6PLl24xKuBZ0kOjqGLweNMZm2ABo2qsNnfboREnwL3/PqaNHvZy/B+/iZVMNrtVqmTpzHnoMb0Ggs2LvzELdv3WXi1BEEBYRw3OMUe3YcZOW6Hznv70lMdAzDBqsTa2JjX7Nu9TY8fPajKAonvX05eVz9KDFv9lJWrlvI3AWTefkimrHfZqys1mq1zJ+ymHV7f0ajseDQnmPcC3vAt5OGEhJ0i9NeZ6lW8yOWb/mRAoXy07JdU76dOBSnFn0A2HZkLeUrlSVP3tycCDjKzLHzOH/6UoZsG2oYO3Ymrq7bdfWo/dy8eYcZM8bh738dN7cTunrUMoKDzxAdHUP//mo9atiwgVSsWI7Jk0cyefJIABwd+/Prr+nPMPhf0kOjRnUZPf5r4uPiSEhQmGBQRm/ftZrCRQoTHxfHxHGziU2jjDZ3mtRqtUyZ8D17XTah0ViwZ+dBwm7dZdLUkQQFBOPlcYrdO5xZtX4RFwO8iImO5evB6kSxhk3qMWnqSLTxWrQJWiaNna2vM34/awmr1v3I9wum8vLlK0YPn5pmHPzTeaJY8aJs27OaHDlzoLHQ4Hf2Ets370v7PUyYg/PhzWgsNOza4cytW3eZMm00AQE38HT3Yef2A6zdsJirgSeIjo5hiK7ubIriJYqxY/dqQB1J67zflZMnTH84SGxPHHPdiUajYau+PTEe/2vXOebmzZate9myeTmhIWd59SqG/gOSplaHhZ2ngEF7orNDX169iuag82Zy5syBRmPB6dPnWb9hZ5oaxo+byZGjal7cvl3Ni9NnjMXf/wbubifYtnU/Gzct5fqN00RHxzBwgJrvvh42gAoVyzJ5yigmT1F9R5cM5sXU4uGfblfNm7ecEycOEBcXz+PH4QwdOi6FTbdju7DQWLBt6z5Cb95m1swJXPNXfdWWLXvZuuVnQkP9iH4VQ7/+Ol91U/XXQUE+aOO1jB49Xe+r9u1dT9GihYmLi2fU6GnExGS8TfV323JpsWXnKn39cdL4OemWTf90evztt9+YMnkUt27d4dJFdebJL2u3Gq1/agpLjYapQz7lm7mr0CYk4NS6EZXK2LB6jysfVyyLff1PuBJ8mxW7jiAQ1P64EtO+er866//KxFkLuRJwnZiY17R26sfwL/vTI9kmiv8rWq2WBVOX8sueZVhoNBzW+ezhk4YQEniLM8f9qFrzI5ZtXkCBQvlp0bYpwyd+SfcW/WjfpTW1G9akYOECdPlU3SB55uh5hIX8/Y3QJJJEREZ6VnWdk4N1fzdQR0teA77S/b+Voih3hRB5ADvUNSvDUEdhaoCLgLOiKLN1a2UuVRTllO7eD1E7QV8IIeoCixVFaSmEmA8UAEYqiqIIIWopihIghBikCz9Cd31ZIFxRlHghxBignKIoYxLvi7pkjr+iKIkjSlN7vhyAB+CqKMryjEScZQ5bsy8OYdi5aS7y5UirzzrzKZKzgFntg7q2jLnZYWUyeWcZ7V+b3rwiq6hbKP2d3DObK9GmRyNkBamtT5TVWOcx/3pCEW/eryHz/5U/4lLuWpuV5LHKaVb7AG/NHAcA+XLkTj9QJpPLMmO7d2cmRbOBz773Ov2lVTKTXBors9rPLuTQpDu+ItOxEObYV9WYv7Rx5pbAm7j326jynyY7tGe0CSkm7GU5CSknDWY5BXLmMbcEfnv3Nv1Amcjra1vNah/AomTGlmPLTOpW62duCQRFnTd/oyYbUjhfJfN3PqRD9O93zfLuMurVzwLWwAVFUZ4BfwJnFUX5FXX38z1CiOuonZgfKuou5RtQO0IPo3aGJrIVWJtsQ6HU+B6wAq4LIYJ1v1OjJRAohAgAegA/G55UFOUl6rT5YFMbCgG9gebAIJ2uQCFEzTS0SSQSiUQikUgkEolEIpFIJFlCAkq2/zMXGfpsqijKSdSOxsTflQ3+7QOk2HZPUZTpqJsNJT9+EDhocKicwbmrqJ2V6DYbSrGooKIoW1E7SBN/bwO2pRLO8L59Unsug/M7AdPzIyQSiUQikUgkEolEIpFIJBJJtsP88zEkEolEIpFIJBKJRCKRSCQSieRvYP4Fb7IQIUR11N3QDflLUZQG5tAjkUgkEolEIpFIJBKJRCKRpIc5dyPP7vynOjcVRbkByLU0JRKJRCKRSCQSiUQikUgkkv8HyGnpEolEIpFIJBKJRCKRSCQSieRfiezclEgkEolEIpFIJBKJRCKRSCT/Sv5T09L/SUrlK2xuCcT8+cbcEvgzPs6s9mPF72a1D2AhzP+NYFte82flsvlKmFsCNpp85pZAXILWrPZzW+Ywq32AJ7//am4JlMpTxNwSiHjz0twSsLTQmNX+27i/zGofQAhhbglYasz7HgDiFfOWTQD3XkeaWwL5cuQyq/132niz2gcokbuQuSXw/G2MuSVkC6zMXEaD+f1EdqB0/uLmlsCD2ChzSyCnxsrcEngjzFtvGNBppVntA9z667m5JXA1eKe5JUhMkCDX3DSJ+XtlJBKJRCKRSCQSiUQikUgkEonkbyA7NyUSiUQikUgkEolEIpFIJBLJvxLzz2WVSCQSiUQikUgkEolEIpFIJCZRkNPSTSFHbkokEolEIpFIJBKJRCKRSCSSfyWyc1MikUgkEolEIpFIJBKJRCKR/CuR09IlEolEIpFIJBKJRCKRSCSSbIzcLd00cuSmRCKRSCQSiUQikUgkEolEIvlXIjs3/yFatm7CmUuu+F1159vRX6Y4nyOHFWs2Lcbvqjuu3ruxK20DQLeenfE646z/e/ziOh9Xq2J07eZdKzlx7tB76WnTtjn+gScJunGKceOHpaInB9u2ryToxilOnTlEmTK2ANSpW4PzF904f9GNCxfdcezSLkvs2rdqytlzR7l02YOz547SokUj/TU9enTm4iUPrlz14vsfJqerwb51U85d9eBigBcjxw5NRYMV67cs5WKAFx4n91Fap6F0GVseRgVy8uwhTp49xKJls/XXdOvRmdPnj3Lq3BH2HNxAkSKF0tVw9oob5/09GTFmSKoa1m5ewnl/T9xO7MWujI3+3EdVK+N6fDenLxzF59xhcubMAcDBY1s5e8UN77MueJ91oWixIunGBcDHLWow++Ry5pxeQbtvuqY43/rLzsz0Xso0j58YvWsGRWyLAVC5UVWmui/S/60I20mNdvUyZDM5TewbctRvL8cuHGDwiP4pztdpWJN9x7fi//QsbR3s9cerVP2AHcfW43JmF84+O2jftfXfsg9QvUUtFvmsZPGZ1Th80y3F+Q5DHFl44mfmeS5l8u7ZFLUtbnQ+V77c/HxpAwPmpnyfadG2bQuCgnwIDj7DhAnfpDifI0cOduxYRXDwGXx9D1OmjB0ArVo15dy5Y1y54sW5c8do0aKx/pojR7Zx6ZIH1655s2LFPCws0i7KW7dpxiV/L64GnmD0uK9S1bBp63KuBp7A28dZnycSsbWz5nFkICNGqWVbzpw58D7ljO/5o5y/7M7kqaPSjYOAwJNcv3Ga8eNTj4Nt21dx/cZpTp8xjgO/c65cvuyJ3zlXo3LBysqKlavmExjkg3/ASbp27ZCmhuatGuN90QWfy0f4etSgVDRYsWLjQnwuH+Gg1zZsS1vr7Fjy44rZuPvu49jpvTRoUkd/zZZ9qzh2ei8efgf4fvHUdN9DdkgLbdu24Pr1U4SE+DJhwnATGlYTEuKLr+8RypZVNRQpUggvr728eHGTZcvmGl3Ts6cjV6544e9/gnnzpqZqt127lgQH+3Iz1I+JE79N1e6uXb9wM9SPc36uersAkyaN4GaoH8HBvrRt20J/vGDBAuzdu54bN85w/fppGjaoY3TPsWO/Ju5dOEWLFk7ScOMMoaF+TJxgQsPONYSG+uF3NpmGid8SGupH8I0zRhpGjRpCYMBJAvxPsGP7KnLmzAnAtq0rCb5xhgD/E6xftxhLS+OJMq1aN+PCVU8uBxxnlAk/tWHLMi4HHMfz5H4jP/U4KohTZw9z6uxhflo2B4DcuXOxe/86zl/x4OzFY8yYPT7V95CZGgCmzhhDYMhpHob7p2sfskeeyA7vonWb5lz19yYgyIex475ONR62bFtBQJAPJ08d1Nedatf5hLPnXTl73hW/C8dwcEyqsw3/9gsuXvHgwmUPNm1Zrq9LmKJZq0Z4XTjIicuH+cpEGbl8wwJOXD6Ms6dxGblwxSyOndnH0VN7qN84KR/uPLwOrwsHOXpqN0dP7aZIscLZOg4yQ0PBgvnZvnMVV/yPc/maF/Xq10pTQ6s2zbh4zZPLgd6MGpuav7Zi45blXA70xsvnQKr++mFEAN+OHAxApUrlOeV3RP/34Kk/Xw8fmKaGzPDZiew/sIErV7zStJ9dNGRGnkhk7Y6luPnuM7JzK9SPSSb84+5dv3Ar1I/zyfzjd5NGcCvUj5BgX9oZ+Kb27VoSEuyb4p7bt60kJNiXwICTbFi/RO+bChUqiPOBjXj7uXDsxF6qfFQphY6WrZvie/kYftc8+NZE2+aXTYvxu+aBq/eepLZur84c9z2o/3vy8gZVq32YapynRnbwE4bUaFGLZT6r+fnML3T9pnuK852HdGHJiZUs8lzO9N1zKaZrTxSzLc6CY0v40X0Zi71X0KZv+wzbTE5j+wYc8duD64X9qbarajesyd7jW7j21Jc2ydpV24+tx+XMTg74bP+f2lVpMX3+Upp3/gynfin7AiSSzER2bv4DWFhY8MOi6fTv/Q32jbrQtUcnPqhSwSjMZ/26ExvzmqZ1O7Hhlx1MnT0OgEPObrRv0ZP2LXoyetgUnjwOJzQ4TH9dR4c2/PHmj/fWs3TZXLo7DaJu7Xb06tWFDz80dlIDB/UmJiaWGtXtWb1yk77TMDQkjGZNutC4YWecnAayYsU8NBpNptt9+fIVvXoOoUH9jnw9dAIbNi0F1Ab1D/On4NC5L/XqtqdEiWK0bNk4hW1DDQuXzKRPz6E0q+9Atx6dqVylolGYPgN6EhPzmoa12rNuzTZmzElqeDx68JjWzbrRulk3Jo2dDYBGo+GHH6fS3WEA9k26EhoSxuCv+qWpYf7i6fTt+TUtGjji1LNTCg2f9+9BbMxrGtfuwPo125iua/xoNBpWrf+R78bNoWWjLvRwGEhcXLz+uhFDJ9G2WXfaNuvOyxevTGpIRFgIPpv7JasGzWdu27HU69KEUpWMK8JPQh+ywHEy8zpOJMDjIt2mqM92+0II8ztNYn6nSSz/fA7v3r4j1DcoXZupxcfUBeP5ps84nJp/TsdubalQuZxRmMjwKKaP/h6PQ95Gx/98+yfTRs6le4u+fPP5WCbNHUP+AvneW4OwsGDg90P5aeAPfNdmNI26NMPmAzujMI9CHjDTYSLTOozjivsFPpsywOh8z/Gfc+tSyHvZtbCwYPny7+nadSC1arXR5YkPjMIMGvQp0dGxVKvWgpUrNzFvXmKeiKZnz8HUq9eeoUPHsXnzMv01/fp9S4MGHalTpy3FixelR4/OaWpYtGQ2vbsPoVG9jvTo6UCVKsb5sp8uT9St2YZfVm9h9tyJRufnL5zGSW9f/e+//nqHk8MAmjfuQvPGXWjdpjl169U0aX/psrl0cxpEndpt0ywXPqneklVG5UI0PXt+Sf36Hfhq6Hg2bkqKg0nfjeDXX19Ss0Yr6tRug5/fpTTjYPaP3zH405G0b9IDx+4dqFS5vFGYXn2diI15Tav6XdmydhffzRoNwKf91Yprp+afMrDnN0ydOw4hBAAjv/wOh5af0bFpL4oULUynrm3S1JAd0sLPP/9A164DqVmzNb17p64hJiaWqlWbs3LlRn74YQoAf/75F3PmLGHy5HlG4YsUKcSCBVPp2PFzatduQ8mSxbC3b5LC7oqf5+Ho2I9Patjz2adOfPSRsd3BX3xOTHQsH33clJ9XbGD+/GkAfPTRB3zauys1arbCwaEvK1fM1zdCli2dy3GvU1Sv3oI6ddpy89Yd/f3s7Gxo07o5jx49NXp2xy79qVHDnk8/7cpHyZ79iy8+Izomlo8/bsqKFRuYr+uo/ejDD+jduys1a7bCwbGfviFkY1OKb78dTMNGnalVuw0ajYbevbsAsGfvIapVb0Gt2m3InTsX/Qb2MoqPhUtm8lnPITSp35luPRxS+Ii+A3oRE/Oa+rXasXbNVmbOmaA/9/DBY+ybOWHfzImJY2fpj69euZnG9TrSqlk36jeoTes2zVMmgkzW4OVxivatepERskueyA7vYsnS2fTsPpj6ddvTo5cjVZKVkQMG9iImJpZaNVqxZvUW5nz/HQA3Q2/TspkTzRo70sPpC5av+AGNRoO1dUmGfTOQls2caFS/IxqNBT16OqapYfbCyQz5bBQdm/TEoVv7FGVkz75OvI55TZv6TmxZu4uJM9WPWr37qx8LHVp8yqBew5kyd6y+jAQYP2w6Xez70MW+D69eRGfrOPinNQAsXDSTE96+1KvdjiYNHbgddjdNDT8umcWnPYbSpF4nuvc0lR5jqV+zLWtXb2XWHGN//cOCqUb++u7dB9g37Yp90660bt6NP96+xc3VuK6VXENm+GyALl3b8+b39Ns02UVDZuWJdp3t+ePN2xR2qmbipzcAACAASURBVNew51MT/jE6OpYPP27K8hUbWGDgH3v37sonNVvR2cA/JvpcB8d+Ke65Z88hqlZrTs1arcmdOxdfDu4DwJTvRhIUFELbpt0Z/c0U5i6YkiI+5v00jX69hmHfsAtOPTrxQWptm9jXNK3TkQ2/bGdaYlv3gBvtmvegXfMejBo2mSePwwkJvpXuO0i0a24/YYiwsGDw91+zYOBcxrUZSZMuzbBN1p54GHKfKQ7jmdRhDJfcz9N3ivoxIfp5NDO6f8d3ncYyreskun7Tg8IlTH/wSStOpi6YwPA+4+nWvA8durVJ0a6KCo9ixugfUm1XTR85l+4t+jH883FMnDv6b7Wr0sOpU1vWLv3hH7+vREVRlGz/Zy6yvHNTCDFICGFj8PuhEKJYJthxF0IU0v2lHJ5iHLasEOKaECJQCBEihHivzww161Tn4YPHPH70lLi4eI64eNCuYyujMO06teLA3iMAuB05TtPmDVLcp2uPThw56KH/nSdvboYOH8DPS9a9jxzq1q3B/XuPePjwCXFxcTg7u9LZoa1RmM6d27Jr50EADh3y0HcYvn37J1qtFoBcOXPyPmnzf7F7PSiUqMjnAISG3iZnzpzkyJGDcuXLcPfOA17oOvJOnTpHVyfTI7Rq1/mEB/cf8+jhU+Li4jjs4k6HzsZfpTp0as3+3YcBcD3sRdNUvuoaIoQAIciTNw8A+fPn41nUc5Pha9WpzsP7iekhjiMHPWjfyTg9dOjUiv17VA3HjhynWYuGALRo1YSbwbf1HdzR0bEkJCSkqS8tytWsxK+Ponjx5DnaOC1XXc+nGH15+0IIcX++A+B+wB0Kl0o5IrR2p4aEnA7Qh3sfqtX6mMcPnhL+OIL4uHg8D5/Avr1xQy/iSRR3bt5L8ayP7j/h8QO1c+LXZy949SKawkXTHjWbGhVrVuLZw0h+ffIMbVw8F139qNO2vlGYmxeCead7vrsBtyliXVR/rly1ChQsVojg9+zcrVevJvfuPdTniQMHXHFIliccHNqya5eaJ1xc3GnZUu0YCgoKITKVPAHw22+/A2BpaYmVlVWaTqRO3U94cP8Rj3QaXA660dHBOE906tyGvbtdADhy2JPmLZPyRCeHNjx8+IRbN+8YXfNG99HFysoSSytLkxrq1q2ZolxwcDAeEe7QuZ1BueCuLxeCgkJSLRcABgzoxeKf1gCqk3/5MvVGM0CN2tV49OApTx6FExcXz7FDXrTp2NIoTJuOLXHZewwAj6MnadRMzSeVqlTg/NnLALx8Ec3r2N+oXvNjAH7//Q2gew85rNIsL7NDWkjU8ODBY70GR0fjd+Ho2I6dO531GhI7Kv/44y3nz1/hr7/+NApfvnwZ7hiU0T4+fjg5dTQKU79eLSO7+/YfwdHReMSCo2M7duw4AMDBg260sm+qO96effuP8O7dOx4+fMK9ew+pX68W+fPno2nTBmzesgeAuLg4YmNf6++3ePFspkydp4+P5M++f/+RVJ9dr8HFDXu9hnbsT6ahnq4z31JjSe7cudBoNOTOk5vIyGcAeHr66O975WogNjYl9b9r1/mEh/cfGfgpNzom81MdO7Vi3251xobrYS+apeOn3r79k3NnL+nj4npQKNa2JU2GzwwNANeuBvHs2a/phoPskSeyw7uoU7cG9+8nlZEuzsfo3Nn4Q0mnzm3YvUstow8f8qCFrow2qrPlymn0rBpLg7SZOzdRurSZGp/Ursqjh0/0ZaTb4eO0TlFGtsBln1pGerqepFEz1YdWqlKB875qGfkqWRmZUbJDHGSGhvz589GkST22b9sPJJZTv5nUUDuZvz500I2OyTR07NyavXvU9Hj0sCfNDPx1x85tePTwCWG3Uu9Abd6yEQ8fPObpkwiTGjLLZ+fNm4eRI4fw448rTdrOThoyK0/kyZubL77px5qlG1Oxo/qmLsn8YxcT/rGLY/sUvql+vVopfK7hPT0MfdOVQOzs1NGmH31UGR8fPwDu3XmAXRkbihVPqgerbZsnSW0bF3fad0oaEQjQrmMrDuwxaOvq2jaGOPXoxJGD7unGfyLZwU8YUqnmBzx7GMlzXXvivKsf9doat+lDDNoTdwLCKKprT2jj4ol/pw5YscphhYWF4O9QrdbHPEnWrmrZvplRmMxuV6VH3ZrVKVgg/z9+X4kkPcwxcnMQYJNeoIwghDC5IZKiKJ0URYkBCgFpdm4CkUBjRVFqAg2AyYYdsOlhbV2CyPAo/e+oiGdYW5cwClPKIIxWq+X1698pnGxqs2O3DhxxSSrwJ04dyfrV23j7h3FjMj1sbErxNDxS/zs8PAobm1LJwpTUh9FqtcS+/k0/da9uvZpcuerFpSuejB49TV9hy2y7iTg5deR6UAjv3r3j/r2HVK5SkTJlbNFoNDg6tsXWzvSrKWVTkggDDRHhUZSyNm5UWFuXINxAw2+vf9NPMy9T1o4TZ1045LaDBo3UaSTx8fF8N24Op88f5XqYL5WrVGTXdmfTGqxLEm6QHiIjoiiVIj2UJMIoPagaKlYqi4LCnoPrOX7GmeGjBhtdt2z1PLzPujB2Ysb63wuVLEJ0xEv97+jIlxQqaXo6e5PerQg5HZjieF3HJlw5ei5DNpNT0ro4zyKSOoOfRT6nhHXxNK5InWq1PsbKyoonD8Pf+9rCpYryKjIpHl5Fvky1EzeRFp+25vppdVqlEII+0wexZ/6297ZrY1OKp08N80QktrbJ80Qpnj5VGxqJaSF5nujWrRNBujyRyNGj23n82J/ff3+Di4vpiqK1dSl9egc1T1gnzxM2JQl/apAeY3+nSNHC5MmTm9Fjv2LRgpQNAQsLC86cO0rY/YucPnWOa1dT7/hV83xSQyo8PBJrm5Imw5iKA8NyoWDBAgDMnDmec+ePsWPnakqUMP2NrKR1cSIjDMvo55RMkSeLG5XRv+nK6Fsht2nToQUajQa7MjZUq/GRUUfFlv2ruXzrBG9+f4PH0RMmNWSHtGB4/0QNNineRfoaDLl37xGVK1ekbFk7XRndDrtkZbSNbUq7tsl9g20pnhjYjY19TdGihbFNTbNtKSpUKMuLFy/ZtHEZVy57sW7tT+TJkxtQGzoR4ZFcvx6qv87WxpqnT5L5J1trIw22Bu9I9U+qBhtba+N39zQKWxtrIiKiWLZ8HffuXuLxI39ex/7GiRO+Rve0tLSkb58e+Jw4qz9mbWPsIyLCn6XIk6ofSdKi+gj1PZQpa4fP2UMccdtBw0YppzsWKJifdh3tOXvmQopzWaUhI2SHPJEd3oWNTUnCnxqnzeRlpLVNKX0YtYz+jSK6eKhTtwYXr3hw/pI7Y0fPQKvVEhn5jJUrNhJ88yy3713g9evf9B0XqaHWUZM6/qIinlEymZ8uWao4UbowWq2W3xPLyODbtOnY0mQZuXDFbI6e2s2340wv6ZId4iAzNJQrV5oXL16xZu0izp47yspV8/XlVGpYW5ck4qlBeoxIRYN1SWMNuvSYJ09uRo0dyk8LV5m8f7cenXFxdjN5PjEe/mmfDaq/XrFiI39koE2THTRkVp4YM/kbNq/Zydu3f6Zq52l4ZMq2kwn/aGOTdFx/rW0po/Cm7mlpaUnfvj3w8joFwPUboXRz6gRAzdrVsSttYxTnarslKX9ERjxL0b4qZVMiRdsmtbbu4ffo3MwOfsKQIqWK8DLyhf73y3TaE/aftiHwdNIyLUWti7HIczlrLm7kyFoXop+b/jBvihLWxYmKSEozzyN/TZE2M0K1Wh/97XaVRJJdSbdzUwgxSQgxSvfvZUIIH92/Wwshdgoh2gkhLggh/IUQB4QQ+XTnZwohrgghgoUQ64VKT6AusEs3SjLRw4/UXX9DCPGh7vq8QojNunsECCG66o4P0tlxBY4LIayFEL66+wULIZrpwiWOCF0IVNSd/ym1Z1QU5Z2iKH/pfubMSLwki6TU7pk8HtMMU6tOdf58+5awm+rX1o+rVaFc+TJ4up18LykZsZVemKtXAqlXtz0tmnVl/ITh6a5R9E/ZBXWKxdwfvmPUSHXKRUzMa8aMnsG2Has4fmI/jx6Fo42PT3GPpPuncjD517hUNcCzqOfUrtqKNs26M2vaQn7ZuJh8+fNiaWnJoC8/o3XzbnxSpTmhIbdTXbcwzWfMSBhFQaOxpH7D2nw7dBJdO/Sjo0MbmjZXv3x+O3QSrZo44dSxHw0a1aHXZ11MakjPTmrUd2pG2U8q4L3+qNHxAsULYVOlzN+akq4TkWENpihWoijzV85k5pgf/tZQ94wki0Qad2tO+eqVcFunjqxtPaADQaf8jTpHM2w3FcN/J0/88MNkRowwniLUpcsAypevR86cOdJcquF/0TB52ih+WbVFP0rTkISEBFo06UK1D5tRu84nKaZRpXfv9EQmj4Pvf5jMyJHqNGFLSw12djZcuHCVJo0duHzJn/nzU1/r0ZSGjJULCgd2HSEq8jmHT+xk+rwJ+F8OMvrg80Xvb2lYtR05cuTQj/ZMXUNqErI6LfzvZXRyYmJiGTVqGjt2rObkSWcePXpKfLIy+u/bNX2tpUZDrVrVWbduO/Xqt+fNmz+YNGkEuXPnYsrkUcyeszjZ/VNqz+izm7q2UKGCODq0o3KVRpQtV4e8eXPT53Pj9bdWrpjPWb9LXLxwLV07GdHyLOo5tara06pZN2ZMW8jajUvIlz+vPoxGo2H9pqVsXLuDRw+fphSeBRoyyr89T2Tuu0geJuV1iTqvXQ2iYb2O2Lfoxrjxw8iZMweFChWgc+c2fFKtJVUqNSZPnjz0/jTlmttpGchoPDjvPkpUxDMOndjBtB/G438liPh4tYwcP2w6Di0+5XOHIdRtWAun3qlP/cwOcZAZGiwtLalRsyqbNu6iWZMuvPnjLWNTWY8+bQ0ZeA8ofDd1FGtXb03VX4O6TnWHTq05esgj1fPvo+F9ffYnn3xMhYplcT2a/jqX2UVDZuSJj6pVpmz50ni7n/oH7KTls9K/56qV8zl79hJ+59QRpj8uWkWhwgU57nuQwV/1Ifj6LaO6TobK69Rq28naum/f/qlv62aE7OAnjGyl+oyph23arQUVq1fi6LqkfTNeRr5gUocxjG4+jBY97ClYrGCG7BppyECcpEexEkWZt3ImM8fMe+9rJeZH+Rf8Zy4y0onnCySOda4L5BNCWAFNgRvAdKCNoii1gavAOF3YVYqi1FMUpRqQG3BQFMVZF6avoig1FUV5qwv7Qnf9L0DiYkbTAB9FUeoB9sBPQojEWmMjYKCiKK2APoCXbtRlDSD5sLPJwD2dvYmYQAhRWghxHXgC/KgoSoo5G0KIr4QQV4UQV9/8lbTeYWTEM6wNviKVsilJVJTxtCzDMBqNhgIF8hETHas/36V7Rw4bTEmvU68m1Wt8zIVALw55bKdCxXIcOLrFlHwjwsMjsTMYkWJrW0o/VS4pTJQ+jEajoWCB/Lx6FWMUJizsHn+8+YOPqxpvcJRZdm1sS7F77zq+GjKeBw8e66/xcD+JfYtutLbvwZ0797l796FJDZHhz4xG49jYliIq2RTyyIhn2BpoyF8gP9HRMbx7F0d0tKrlemAIDx88oWKl8lT7RF30+tGDJwAcPeRB3QamF4SPjIgy+qpobVOKZ5HJNURhY5Qe8hMdHUtkRBQXzl3h1asY3r79Ex9vX6rXUKeyJE6zefP7H7g4u1GzdnWTGhKJjnpJYZukaSWFrYsSm8pXwg+bVKfDiG78MmSRfspEInUcGhHodZmE+IyN4E3Os4jnlLRJGiVX0roEv0a9SOMKY/Lmy8PqnUtY+eN6rvu/35qXibyKemk0zbyIdVFinqVcs7Rqk0/oMqIny4Ys0MfDB7Wr0GZgR5b6reXzaQNp2r0lvb8zveaqIeHhUfopPwC2ttZERCTPE5H6kW6JaSExT9jalmLfvvUMGTLOKE8k8tdff3HsmHeK6bWGRERE6dM7pJ4nIsKjsLUzSI8F8xH9KoY6dWsw+/tJBAafYtjwQYwdP4whydabfR37G+fOXqJ129TXlFPzfNJIPltba31aNrSfGCZ5HNjYlmLP3nUMNYiDly+jefPmD47qGikuLu7UqFnNZBxERTzH2sawjC7Bs2RldFTEc6MyOr+ujNZqtcybvgRH+88Z1n8cBQrm5+E943fx7q93nPQ8k2Kqe4p4MHNaMLx/oobIZO8iLQ2mcHc/QfPmXWnZsluqZXT405R2I5L7hqeRlDawW7BgAV69iuZpapojnvE0PJKnTyO5fCUAUKeR16pZnYoVy1GuXBmuXfXmzu2L2NlZc+miJ3+8/RO70sn8k8FoXkBny9A/FeDVqxidfoNr7UoRERlF61ZNefjwCS9evCI+Pp7Dhz2MRu9NnzaW4sWLMHHiHCM7EeHGPsLGtmQqfirKyE8VMOmnHlOxUtI6cEt//p779x6y7pe0R5pnpoaMkh3yRHZ4F+HhUdjaGafN5NOnIwzCqGV0fqKT5cvbYfd488dbPv64Ci3tm/Do4RNe6tKm61EvGjSsbVJDVMQzo9GWpWxK8jyZn46KfE4pXRiNRkM+gzJy/oyldLHvwzcDxlOgQH4e3VffR2I5++bNH7i6ePJJ7arZNg4yQ0N4eCTh4VH6mQ1HDntQo0bqcQCqv7axM0iPNqVS+suIZBoKqBpq163BrLkT8b/hw9ffDGTMhGF8aeCv27RtzvWgEH79Ne0PtZnhs+s3qE2tWtUJvenHiZMHqPRBeTw892ZrDZmRJ2rV/YSqNT7i1DVX9h7bRLmKZRk2epCRHTtb65RtJxP+MTw86bj+2ohnRuFTu+eM6WMpXrwoEybO1h/77bffGTJ0nG5dzCkULVaYx4+SPspERhi3r6xtSqZYoksNk7Jtk0jX7u83JR2yh58w5GXUS4paJ80UKmpdlOhU2hPVm3xC9xE9WTRkfop2Fajrbz69/YQP67/fEh4AzyJ+pZTBqNoS1sVTpM20yJsvD6t2LmbVj+u58TfbVRJJdiUjnZvXgDpCiPzAX8AF1E7OZsBb4GPgnBAiEBgIlNVdZy+EuCSEuAG0Akx7c3AxsFVO9+92qNPDA4HTQC6gjO6ct6IoiSXJFeALIcRsoLqiKKYXs0kDRVGeKIryCVAJGCiESLFAkqIo6xVFqasoSt28OZOGoAf5B1O+QhlKl7HFysqSrt074u15yuhab49T9PpM/WLcuWs7/XpMoH5xcujajqMuSZ2bO7bso27VVjSq2Z5uHQdw/95DenX5IkPPcu3adSpWKkfZsnZYWVnRs6cj7m7G0yXd3U/Qt18PALp168gZ3ZSpxKmFAKVL2/JB5QpGzi2z7BYsmJ+DBzcze+YiLl68ZnRNcd2aL4UKFWDoV/3YtnWfSQ0B/jeoULEsZcraYmVlhVP3Tni5+xiF8XL3oXcfJwAcndrj53sRgKJFC+s3qihbzo4KFcvy6OETIiOeU7lKRf0Uhxb2jbkTdt+khkD/YMpXLEtpnYauPTri5WGcHrw8TtH7c1WDQ9d2+Pmq6eH0yXN8XLWKfo2ohk3qcTvsLhqNRj913tLSkrbtW2Toy+ejoHuUKGdNUbviaKw01HVszHXvq0Zh7KqWo8/8ofwyZBG/vXyd4h71ujThquvfm5IOEBJ4k7IVSmNbxhpLK0s6OLXh9PGz6V8IWFpZsnzLj7ge8MDb1Sf9C0xwP+gupcpbU7x0CTRWljR0bIq/9xWjMGWrlueLBcNY9uUCXr9Mqoz9Mno5Yxt/zbimw9gzbxt+LqfZ/+PODNm9ejWISpXKU7ZsaaysrOjVyxE3N+PFvd3cTtC3r5onunfvxJkz5wF1J2gXly3MnLmICxeS3lnevHkoVUrtLNZoNHToYE9Y2D2TGvyv3aBCxXKU0eXL7j06pxgR7uF+ks/6qCPOujp14OwZNU90bt+HmtXsqVnNnrVrtrJsyVo2rt9J0WJFKFBQXUsnV66ctLBvzO3bqeeJa9eCUpQLKeLA3dugXEgWBwe3MCuVcsHd/STNdaOa7e2bcOuW8ZqghlwPCKFchdLYlbHBysoSh27tOel5xijMSc8zdP/MAYCOXVpz4ayaPnLlzkXuPLkAaNKiAfFaLXdvPyBP3twUL6lWcDUaDS3bNuX+nYcmNWSHtJCooVy5JA3HjhlrOHbMm379euo1nD593uT9Ekkqowvy1Vf92aJbBzORK1cDjex+2rsrx44dT2b3OP37qxvR9OjRmVOnz+mPf9q7q7oGc7nSVKpUnstXAnj27FeePo2gcmV1Q4NWrZpy8+ZtgoNvYWtXgw8qN+SDyg15+jSSBg07cPz4aSMNvXt3TfXZ9Rq6d+a0XoM3vZNpuHIlkMdPImjQoBa5c6vpw96+Kbd0a9198cXntG3bgn79R6QYFRHgf4PyBnnSqXtnPJP5KU93Hz7to25KkbafKsejh+qHtynTx1CgYD6mTZ6f7jvLLA3vQ3bIE9nhXfhfu07FikllZPeeDri7G5fR7u4n6dNXLaOdunXEN9U6mw0ffFCeR4+f8uRJBHXr19SnzRYtG6cZDzcCQilXPqmM7OzULvUy8lO1jOzg2JqLfqmXkVpdGanRaPRTUi0tLbFv15Q7N1PXkB3iIDM0PH/+gvDwSCp9UD5Jg4n1MAECrt2gQoWk9NitR2c8k2nwdPfhs8/V9NjFqYN+yQPHDn2oXb0Vtau3Yt0v21i+eC2b1ifVVbr3csDlwDGTthPJDJ+9ccNOKlVswMcfNaVN617cvfOAjh0+y9YaMiNP7N7qTNPqHbCv48hnDl/y8N4jerQbaGBH9U2uyfyjqwn/6HrseArfdPlKQAqfa3jPwV98Tru2Lenb71sj31SwYAGsrKwAdePVS+ev8vtvb/Tn1bZNYlvXiq7dO3E8WdvmuOcpen1u0Nb1TdnWNdxbIiNkBz9hyL2gO0bticaOTbnqfdkoTLmq5RmyYDiLvpxv1J4oUqooVrrZkHkL5KVy3Q+JuGd6/VtThATepEwFO6N21ZnjppfcMMTSypJlWxbq2lWn0r9AIvmXYXLNykQURYkTQjwEvgDOA9dRR1JWBB6gdjR+bniNECIXsAaoqyjKE13HY640zCROCdcaaBJAD0VRwgwDCiEaAPrSVlEUXyFEc6AzsEMI8ZOiKNvTey5TKIoSIYQIQe28Nb2wogFarZYZk+azy3kdFhoN+3Yd4vate0yY8i1BASF4e55m704Xfl67AL+r7sRExzJ8SNIg0oaN6xIZ8SzDnYgZ0TN+3CwOH92ORmPBju0HuHnzDtNnjMXf/wbubifYtnUfGzctI+jGKaKjYxk0YCQAjRrXY/z4YcTFx5OQkMDYMTPS3Kjjn7L79bCBVKhYlu+mjOS7Keqxro4D+PXXlyz6aSbVq38EwMIFK7h790GaGqZM+J69LpvQaCzYs/MgYbfuMmnqSIICgvHyOMXuHc6sWr+IiwFexETH8vVgdbBxwyb1mDR1JNp4LdoELZPGztaPrl3842oOe+wkPi6ep08iGPXNlDQ1TJ04jz0HN6DRWLB35yFu37rLxKkjCAoI4bjHKfbsOMjKdT9y3t+TmOgYhg1WByzHxr5m3eptePjsR1EUTnr7cvK4L7nz5GaPywYsrSzRWGg4e+YCO7cdSPedJGgT2DtzMyO3T8NCY8H5/aeIvPMUh7G9eXzjHtdPXKPHlH7kzJOLoWvUeIgOf8EvQxcBUMSuOIWti3HnYmhaZtJEq9Uyf+oSftmzHI3GgsN7jnEv7AHDJw0lNPAmp4/7UbXmRyzfvJAChfLTom1Tvpk4hO4t+tK+S2tqN6xJwcIF6PKpuhbQjNE/EBZiuiPLVDxsn7mRidtnYqGxwHf/ScLvPKH7uM94cP0eASeu8NnUAeTKk4uRa9R38TLiBcuGLPjbz5347GPHzsTVdTsajYZt2/Zz8+YdZswYh7//ddzcTrB16z42b15GcPAZoqNj6N9/BADDhg2kYsVyTJ48ksmT1Tzh6NgfIQTOzhvJkSMHGo2GM2fOs2GD6c5WrVbLpAlzcD68GY2Fhl07nLl16y5Tpo0mIOAGnu4+7Nx+gLUbFnM18ATR0TEM+WJsms9VsmRx1qxbhEaj7sp52MWD456pV5LUcmEmR46qcbB9+/5UyoX9bNy0lOs3ThMdHcNAfbkwgAoVyzJ5yigmT1F3Ie3i2J9ff33JjOkL2bhpKYsWzeTFi1d8/bXJgflotVrmTP6RrQdWY2FhgfPuo9wJu8+YycO4ERjKSU9f9u86zJI13+Nz+QgxMbGMHqrm8aLFCrP1wGoSEhSeRT5n/DczAMidJzfrdy4jR44cWGgsuHj2Cru3mnYZ2SUtjBkzA1fXHToN+7h58zYzZ47j2rUbuLl56zQsJyTEl1evYhgwYIT++rCwc+TPn58cOaxwdGyPg0M/bt26w5Ils6leXR19MH/+8hRltFarZfSY6bi57UZjYcHWbfsIDb3NrFkTuHYtiGPHvNm8ZS9bt67gZqgf0dEx9O2nLpUdGnqbA86uXA86RbxWy6jR0/QL5I8ZO4Pt21aSI4cV9x88ZsiQcZgi8dndju3CQmPBtq37CL15m1kzJ3DNX9WwZctetm75mdBQP6JfxdCvv07Dzds4O7sSFOSDNl7L6NHTSUhI4MqVAFxc3Ll8yZP4+HgCA0PYuHEXAKtXLeDR46ec9VU3V/A4dpIli1brtUyZMJf9Lhux0Gj0fuq7qaMIDAjGy8OHXTucWbP+Jy4HHCc6OpavBqt5slGTenw3dRTx8VoSErRMGDuLmOhYrG1KMm7iN9wOu4ePrzoFbtOGnew0sT50ZmgAmDl3Ij16OpA7T26CQs+wc/sBk2sAZpc8kR3exYTxc3A5vBWNxoKdO5y5dfMOU6ePIcD/Bh7uJ9mxbT/rNy4hIMiH6OgYBg8aDUDDRnUZO/5r4uLiURISGD92Fq9eRvPqZTRHDnvie+4o8fFargeFsHWz6VFqWq2WOVMWsXn/KjQW9teMbAAAIABJREFUGpz3HOFu2H1Gf6eWkT5evhzYdYTFa77nxOXDxETHMvYrdbpv0WKF2bx/FUqCQlTkcyYMV8vIHDmt2Lx/FZaWlmg0Fpz3vcy+HYdM2s8OcfBPawCYNH4OGzctwyqHFQ8fPOHbbyalqWHyxLkcOLQJC42G3TucCbt1l8nTRhHoH4ynhw+7th9Q02OgNzHRsQxNx18D5M6dixb2jRk3eka6YTPLZ78P2UXDP50n0rOTgKL3j7NnTeCqgX/ctnUFt3T+sY+Bf3R2duVGKv5x9JjpuCfzuQBrVi/k0aOn+J1Vl6A6fNidH+Yt56MPP2DL5p8RisLtsHtMGDkzhc7pk+ax++B6LDQWBm3dEQQFhuDtcYq9Ow6yYu1C/K55qG3dLyfor/+7bd3s4CcMSdAmsHnmBqZun4WFRsPp/Sd4eucJvcZ9zv3rd7l24gr9pg4iV55cjF2j5vUXEb/y05D52Fayo//0LxLXFODY+iM8CXv0XvGRGCcLpi7llz3LsNBoDNpVQwgJvMUZXbtq2eYF+nbV8Ilf0r1Fv1TbVTNHz3vvdlV6TJy1kCsB14mJeU1rp34M/7I/PZJtlCX5+8ilBEwjMhI5us7Jwbq/G6ijJa8BX+n+30pRlLtCiDyAHfAcCEMdhakBLgLOiqLM1q2VuVRRlFO6ez9E7QR9IYSoCyxWFKWlEGI+UAAYqSiKIoSopShKgBBikC78CN31ZYFwRVHihRBjgHKKooxJvC/qShj+iqIkjihN7fnsgJeKorwVQhQGLqF2rN4wdY1dkWpmT1Uxf75JP9D/c/Ja5TS3BCyEOfblMsapkOkpuVnFuT/ff+TOP02NnNbpB8pknJ9fSz9QJpLbMmNr5GYmf2njzC2BUnlML/CeVUS8ef91Wv9pzF0B0ib8veUs/klSXXM1iymY6/3XpPz/yO/v3m+DxMwgX460vrVnPu+0ptcNzypK5P7nd8d9X56/TXu5i/8KVhYac0vgbfy79AP9P8cmb9H0A2UyD2Kj0g+UyZTMa/6y4dWfv5vVfpcSppceyypu/fU8/UCZzNXgjHX4ZiZWxSqYvwKXDcmR087s/VDp8e6vp2Z5dxntlTkLWAMXFEV5BvwJnFUU5VfU3c/36NarvAh8qNulfANqR+hh1M7QRLYCa5NtKJQa3wNWwHUhRLDud2q0BAKFEAFAD+Bnw5OKorxEnTYfbGpDIeAj4JIQIgg4g9rBarJjUyKRSCQSiUQikUgkEolEIpGYn3SnpQMoinIStaMx8Xdlg3/7ACm2iFUUZTrqZkPJjx8EDhocKmdw7ipqZyW6zYa+TuX6ragdpIm/twEpVmtXFMXwvn1Sey6D897AJ2mFkUgkEolEIpFIJBKJRCKRSCTZiwx1bkokEolEIpFIJBKJRCKRSCQS82DuJaeyM/+pzk0hRHVgR7LDfymK0sAceiQSiUQikUgkEolEIpFIJBLJ3+c/1bmpW0ezprl1SCQSiUQikUgkEolEIpFIJJL/nf9U56ZEIpFIJBKJRCKRSCQSiUTyb0NOSjdNRndLl0gkEolEIpFIJBKJRCKRSCSSbIXs3JRIJBKJRCKRSCQSiUQikUgk/0qE3G3JfAghvlIUZb3UYF4N5rYvNUgN2cm+1CA1ZDcN5rYvNUgN2U2Due1LDVJDdrIvNUgN2U2Due1LDZL/KnLkpnn5ytwCkBqyg32QGhKRGsxvH6SGRKQGFXNrMLd9kBoSkRpUzK3B3PZBakhEajC/fZAaEpEaVMytwdz2QWqQ/AeRnZsSiUQikUgkEolEIpFIJBKJ5F+J7NyUSCQSiUQikUgkEolEIpFIJP9KZOemeckOa1BIDea3D1JDIlKD+e2D1JCI1KBibg3mtg9SQyJSg4q5NZjbPkgNiUgN5rcPUkMiUoOKuTWY2z5IDZL/IHJDIYlEIpFIJBKJRCKRSCQSiUTyr0SO3JRIJBKJRCKRSCQSiUQikUgk/0pk56ZEIpFIJBKJRCKRSCQSiUQi+VciOzf/gwghiphbQ3ZACFFKCNFFCOEohChlbj0S8yCEGJ2RYxKJRCKR/JcRQpQUQtQWQtQSQpQ0t57/OkKIIkKIwubWIck+CCFqm1uDORFCFBBC1JH5QiL5byI7N7MIIYSFECLY3Dp0XBJCHBBCdBJCiKw2LoRYLISomtV2k2kYAlwGugM9gYtCiMFm0FFbCDFKCDHSHBUSIUQhnf2lQogViX9ZYPc3IcRrU3+ZbT8ZA1M5NiiLNaRACDEzC221F0J8KYQol+x4luQJodJbCNFL9+/WurQ4XAhhNj8lhPAxl+3kCCGyZFF2IYRGCPG1EOJ7IUSTZOemZ5GGPEKISUKIiUKIXEKIQUKIo0KIRUKIfFmhwYSu21lo6xODf1sJIabr4mC+ECJPFmkYIYQopvt3JSGErxAiRghxSQhRPYs0uAgh+pn5vVcQQmwWQvwghMgnhNgghAjW1aPKZZEGCyHEYCGEmxAiSAhxTQixVwjRMovs1xRCXAROA4uAn4AzQoiL2aEzxZzpI6sRQpTRvftfgUvAFSHEc92xcmbWdiOL7JTWPe9ZIcRUIYSVwbnDWaThQyGEhy5PVhRCbNWVj5eFEB9lkYbayf7qAEeF+vEhS/KlYT1RCGEnhDipi4fzQojKWWB/p4Gfag+EAD8CgUKIXpltPz2EEG2z0FYBIUTFVI5/klr4TNJQSugGDAkhigshugszt/kl/y3khkJZiBBiFzBFUZTHZtYhgDbAYKA+sA/YqihKljTchNqx+AVgCWwB9iiKEpsVtg00hAGNFUV5qftdFDivKEqVLNQwE+gFuOgOOQEHFEX5IQs1nAcuAjeAhMTjiqJsyyL7c4EoYAcggL5AfkVRFmWB7c+BPkBT4KzBqfyAVlGUNpmtIS2EEI8VRSmTBXbmo8aBP+AILFcUZaXunL+iKJleQRZCrAFKADmA10BOwBXoBDxTFCXTR9IKIa4nPwRUBsIAFEXJ9MqhMD2qXgBBiqLYZYGGjUAe1I8//YEziqKM053LqvSwH3gC5AaqADeB/ajps5SiKP2zQMNvQGIFKfEjYB7gD0BRFKVAJtvXx7UQYglQFNVfOgFFFUUZkJn2dXZDFEWpqvu3G7BRUZRDug61eYqiNEnzBv+MhnDgAtAKOAHsAdwURXmX2bYNNPjq7BYE+qG+h/1AO6CvoiitskDDFuARahz0RC0nzwLfAUcSy+xMtB8IfK0oyqVkxxv+X3tnGi5ZVZ7t+2GQRiZBiYqIAhEIMjRDBxGCAiGKIiZCVBQVHBIjCMaIgRBFMFHMp6gfn4oiktiiiThEYpgMYR5Emm66VSQKghM4AiLz8Hw/1i66zunT3WqstTa9n/u66jqndtE+t+fUqar97rXeF/io7W0nmb88Kr5fbg2cDDwJOAv4W9u3do9dafsPKzhcDnwA+JztB7tjK1M+T77J9jMmnP+ipT0EnGR7/Unmdw5fAT5P+fz6GmAH4AW2fy5pvu3tKjhcRCnyrwkcT/lb/DdgH8rvYc8KDg9Rfgb3jh1+RnfMlV6bxt+rPgucR/kbeSFw6KR/DpIW2d66+/4y4GW2b+wKnucN6LXpxZTXhZ8AqwIH2f5a91itz25/CRxJeS14D2WhyDeAXYB/sn3KpB1CSHGzIiqrgOZQThrvHB23vW9Dp92BTwFrANcAR9q+vFL25pQi5wHApcDJts+vlH0esPfoBEnSo4Azaxa0JF0LbGf7nu7+6sDVtqtc8e0yq7zhLSP/q7Z3Wt6xCWU/BdgYeDflzXjEHcBC2w9UcFjaKlUBq9tepYLDIsrz8AFJjwE+DVxn+68rniQssr11t/riFuCJtu+TtAowf/TBdcIOZ1AKBv8A3E35HVxMKfxi+6YKDg9SChjjK+rd3X+S7UdVcFg4KuR2P/8PA4+jvE5fUen5sMD27O5C3M2U54O7+9dUKjSfSClmHWH7x92x79reeNLZXdbDf3tdYWmO7fsr/wyuG13wk/Q123PGHltYyWG+7e0krUUp7B5A+Rz1ZcqF0XNrOXTfTzlRrfgaOeXnLekK28+QtBqwYNKfGyR92/bTlvLYd2z//iTzu5w3L+0h4GjbE2+5JOkSynvEFcDoQv2+tq+v+FxY1u9iqY/9DvPvB05j8cWfcfa3vdYk8zuHBbZnj90/EDgK2JeySKBGIWf8dWHK30DFYtL+wBuB99g+sztW7X2qyxsvbk7/vUz8b0LSN4Cdbf+y+/vczfZDo8dGF+gm7HDG0h4C9rC9RgWHBZTz2psl/SHwSeDvbH+h5md5YCfKhembgN+3fYtKi4Dzx58bIUyKiZ84hyl8ETgR+EVLiW6V4oGUVTk/prwxngHMBk6nFHwm7bAysEV3+xmlsPpmSX9p+6WTzgd+SNme/yXKB7QXAleOPjzbPqGCw43ALOCe7v5qwPUVcseZK+l1lBPFh6/82q71HH1Q0suBf6X8Hg4AHqwR3BWrbgJ2rpG3FG6jFC1+PP0BSd+v5LDKqJBr+zZJLwA+Jul0ykrKGozy7++KKPd19x/oCn4Tx/a+kv4M+BjwXttnSLq/RlFzjBuAPT3D6v6Kz4eHf+fd8+IvVFaZ/zdlhUo1uoLmme6uwnb3q1yRtf1GlS1+n1HZ5vj/mPlkflKs0z0fVwJWs31/51XtZwB8TtI/A8cBX5T0JspOgz2BWjtQRr/7Oygr/OeqrHB+MeWi1MSLm8BDKtsr1wEeLWlH21dJ+n1g5Qr5APdL2rQrom0PjF4j7630fDirW737ScqqaoAnA68Ezq6QD/Auykq5mS481mpfsqbt0f/f90qaB5wt6RXUe32Yp7Lb4V+Y+rt4FTC/Qv5CynvkEq22JNVaILCqpFmjxQG2PyXpFuAcymKNGoz/7U8/Z6jy2cn25ySdDbxT0sHA31D3fQpgQ5V2VgLWl7Tq6P2KsoJw0hwLnC/pQ5SFMqd353Z7UO+16Y8o59W/mnZclB2SNVjZ9s0Atq/sFi99WdKG1HtO3G/7LuAuSdfbvqXzubXi55YwcFLcrMvjgcMp2z8/AZwzOmmrzOWUk4Q/tf2DseNXSTpp0uGSTqBcXT0PeJftK7uH3qOyXbwG1zO1kPil7uvErziPcS/wDZXtNQb2Ai7pPiRg+7AKDvdRThaOZvGbn4FNKmRD2Rb+we5mygeTl1XKBh7eYvUeyrZodTd7wttOOz4JPIVykWE6n66QD3C9pGfZvhDAZZvbayT9A7BfJYdbJK1p+1e2nzs6qNK3p9r2U5ctt+dSThReS73i7ogPAOsyc+Fo4q0aOq6S9NyxE3hsHyfpR8BHKjqMng/j/bw2paysroLted3J+qHAhZSLUbW4kPI+CaUn9ONt/7j7m/hZDQHbR0s6iLIle1PKBbi/AP6d0kKkBtNPFkcX307qbjV4K6VNxkOU1aNHSdoWWBt4XSWHIygn8PdQCgYvhdLTjHJxcqLYPkzS3pQLwU+ivE/+APjQaMVYBa4G/t32vOkPdK/XNZCkddy1UrJ9vqT9KFukaw3rfCVlK/axLP5dfJ/yHK2x7fNNlF0OM/FnFfIBPk5ZIXbh6IDt/1LpsVjrvfJDY+9THx4d7C56/FclB2z/CvhrSbMpBe/a/WePGPv+qi7/1u69amkrGn9n2P6spKspr8WbUWobO1NW9p8z6fyOK4C7Rp+jx6l4XnvH6AIYQLeC89mU9+taPS8fGituP390UNIsMuclVCLb0ivTbSn7E8pWlh0pfZtOGb0Y1XJoVFQd5b8a+Nfu6s70xx7+0LiiI2mmQTYP4wp9LyVdD+xku8rJch+R9B1Kr6ZrW7ssDUlPt/2NCf1vrw5g++4ZHnuS7R9O2mEZbmsAa9j+SW2Hrnixs+2Tph2v/nOYjqS9bH9liA7j7181HSQ9kdK+4cxpx5v+LlrnD9VBpZ/brd3FoCoO3efHxy7r/boPv4tJodLK6Ocz/f8fFf8rOLwMuMH2FdOObwS8zXatYvdykXSU7XcPNX+IDt1rxFq2fznt+KB+Dn3MnzTdZ9Y7bX9n2vFVgRfbPq2Cw0bAjzytrZekJwF/YLta0T8MlxQ3G9C9AB0MPBc4n9L8+Su231opf33KSoSnM7YSxRUaT485rAs8bVr+RRXzd6SsVnwKYyuYXaGHWJ9Q6RPz0pkKzZXyN6OsBnu87a1UJvrt67pDlS51hcEY/xvUuDdqHOIQh346tM6PQxwkfcz2X9TMDMun9fOxdX4c4tCn/M7hctstW2HFIazwZFt6RSQdRumJ8zPKloojXHrMrQR8m1JwrMFpLJ7o9/rO6aeVskfbhw4HNgQWUIq7o2motTiNspViypTwmkjaB3gniwusNbdDj3gQWCDpfKb23KyxJR7KRMUjgI92uQslfZrSsL8WV0n6N8rWjfGfwReW/k+qo+X/JxMnDoU4FOJQaO3QOh/iMGKFdVDpc7q0vOdNIvM3oQ8F1j44TKP187F1PsRhRBza50Pd1jZLIw5hhSbFzbo8DniRpw2osP1QV+iqxWNtnyLp8K4/yIWSlugTMkEOp0w7vcL27pK2oPQOqslPbU+8F8xy+ADwImBRwzYB/97dWvFol8bX48cmPqV8GmsDd1HaRYwwZXBGX+jDEvs4FOJQiEOhtUPrfIjDiBXZ4aeUAXzjb9bu7v/ehDKn0IcCax8cfgNaPx9b50McRsShfT7EYUQfHMIKSoqbFbH99mU8VrPf32iK3c2Sng/8iLKKshb32L5HEpJWs/2trpdSTY6R9HHKUKNWq/W+D3y9Zf/TGn09l8PPVIaEjHro7Q/cXNlhJeBw27d1DusC76vsEEIIIfSVG4A9bS8x7EzS92f47ydB8wJrTxx+XVqvVGudD3EYEYf2+SGECqS4OUz+QdI6wN8AJ1JWrv11xfwfSHoMZcXgVyTdSimw1uRgYAvK1NHRtvTaq/XeCpzZrZodL7CeUEtA0neZ4Qqa7VrT0g8BPgZsIemHwHeBAytlj9hmVNgEsH2rpO0qOyyPahPDl0EcCn1wuLG1AHEYcePA8yEOI25sLcDkHD4ArAssUdyk3nTqPhRY++AwylvP9i+W8Z+cviLnxyEOfcr/NelDgTUOYYUmA4VCUyQ9C1gHONt2taKBpEW2t66VtxSHc4FfMa3vp+1qW/QlPXbs7izgz4H1lrXKeEIeawAr2b6jZm6XfQ3wbNu3dvfXAy6s/fzopglOH3BVbchWHHrn8EzgqdMcPhmH4Tm0zo9DHH5dJjmtXdIhwCW2r5nhsTfaPnESuX1zGMv7NqVv/anAWbV3AbXOj0Mc+pTfObzH9t8u7ZikrWx/PQ6TdwjDJcXNASHpRJbR52LSQ2SW0atolL+sK26/a5eTgffb/matzBkcrrK9Y6v8pSHpEtu7Vsp6PPAuYAPbe0vaEtjZ9ik18juHVwJHAZ+j/H28GPhH23MrOrwHeAnwTcqQJyjDpfaNwyAd5gKbUj6ojzvUGvQVh544tM6PQxx+E3oykXhiBdY+Oag0K/9j4NXAH1IGhf6z7f+ZZG5f8uMQhz7ldw5LvP5JWmh7mzjUdQjDJcXNASHpVd23uwBbUl74oazWm2d7olvTx7ZAC9gIuLX7/jHA92xvPMn8aS7XUk4QvkvZEj6aVF7zxf944L9tn1srcwaH8TeflYAdgb+yvW2l/LMoV1mPtr2tpFWA+Q1WTW4J7EF5HpxXu+gt6TrK9vh7l/sfx2EIDtcCW7ZYeRCHfjm0zo9DHH4TJM233bStS08KrFUdJO0OfApYA7gGONL25UPJj0McWuZL+ivgDcAmwPVjD60FXGp74u224hBCIT03B4S74TGSDgJ2t31/d/8kYOIFtlHxsss7w/aZ3f29KVfbavLcynkzcQjwVkn3Ufr4jQqsa1d0eB+LV/M+QOnX9ecV8x9n+7OSjgKw/YCkB5f3j37XdMXMZqt4KX28VmWs92ocBu3wdeAJ1B+uFYf+ObTOj0McfhP6UHTtQz+3iTt0bYUOBF4B/Bh4I3AGMJvSX3CiCwZa58chDj3K/zRwFvBu4Mix43dU3JUYhxBIcXOobEC5ijJ6oVmzO1aLObZfP7pj+yxJ76yYj+2bJO0KPM32qZLWp/wcajqsVTNvKewN7MfU/l0vBY6rlH9n94FkNC39GcDtlbL7xF3AAknnMXW4VM2thnFo7CDpPyh/C2sB35R05TSHiW+Nj0M/HFrnxyEOj2D6UGCt4XA5MBf4U9s/GDt+VbeIYEXPj0Mc+pJv2zeq9OSdgpY/6CgOIfwOybb0ASLpYOAdwPndoWcB7xit7KyQfw5wMWXLgClX2naz/Zwa+Z3DMZQt2Jvb3kzSBsDptnep6CDg5cDGtt8p6cnAE21fWdHhbOA24GoW9+/C9vsq5W8PnAhsRVmRsj6wv+2FNfL7wljLiCnU+puMQz8cVAasLRXbF8ZhGA6t8+MQh98GSV+w/aLGDoPYli5JjVskNM2PQxz6ki/py7b3mdZ+bYRtbxKHOg4hpLg5UCQ9Adipu/tV27dUzF4POAbYrTt0EXBszSs6khYA2wFXj/pDqX7D5Y9QpqTvYfsPJK0LnGt7TkWHr9veqlbeUhxWATanvAleN2qXMDQkPQrYrLvb5OcQh344aDmTJuMwHIfW+XGIwwwOvZ3WDr0psE7codtx9Fbg6cCs0XHbe0wyty/5cYhDn/JDCP1gpdYCoR6Stui+bk/Zhv797raBpg6WmSi2f2H7cNvbdbfDGyxVv6+7wjfaDr1G5XyAnWwfAtwDYPtW4FGVHS6TVHV4zziSZgGHAe8EjgUO6Y4NCknPBr4NfAj4MPA/knZb5j+KwwrrAOw1w7G94zBIh9b5cYjDw6hMa38vsCswp7vtWCt/zOOZkl4m6ZWj2+ixWoXNHjicBnyL0kvwWErP9K9VyO1Lfhzi0Kd8JO0yOp+UdKCkEyRtFIf6DmG4ZOXmgJB0su3XSTp/hodd8eraqHfUOLcDVwEftX1PBYe3AE+jnCi8G3g18GnbJ046e8zhq8Azga/Z3r676niuK0walbSI8jtYhfJzuIEGU+MlfRa4g9KiAOAAYF3bNYcaNUfSPOBltq/r7m8GfMb2DnEYjoOWPWnyMtsvj8MwHFrnxyEOS/FoPq29K7BuCixgcTsdu2Jv5p44zLO9w/iuI0kX2l5mC4MVJT8OcehTfpe3ENgW2IbS//MU4EVxqO8QhksGCg0I26/rvu7eWOUGSm/Fz3T3X0KZbLcZcDJl0t2kWR/4HPBLypbot1N/Yvv/Bb4I/J6kfwT2B95WKXufSjnLY3Pb247dP1/SNc1s2rHqqJgGYPt/JK0ah8E59GHSZBz64dA6Pw5xmIk+TGvfkcYF1p44jNql3Czp+cCPgA0HlB+HOPQpH+AB25b0QuCDtk/RUvq4xyGEyZCVmwNC0jK3ydj+QiWPi2zvNtMxSd+w/fQKDks0e1flnptd5hbAnpQVk+fZvrZmfmsk/TNwku0ruvs7Aa+y/YamYpWR9AnKStq53aEDgZVtHxyH4Tl0HisDj2dqX7vvxWF4Dq3z4xAHTZ3WPhtoNq1d0unAYbabFVh74rAPZTjnkymDGdem9K8/Ywj5cYhDn/I7hwuBs4GDKXMlfgossF2t/VccwtBJcXNASDp1GQ/b9qsreVwLPGf0Ybzrw3G27S0lzZ/ktuzlbO261PaBk8qewWWu7Vcs79iKTPdc2BwYnZhtBFxLGbTk2sXmVkhaDTiE0sdMlCFbH7Z97zL/YRxWVIdDgXdQVrQ/1B2u+vcQh344tM6PQxy63ObT2vtQYO2DQwihn6gM630Zpd3Yxd357bNdceBaHMLQSXEzVEfS84CTKMVFUZo/vwG4AHid7Q9MMHsdYF3ab+1aYvWoytTwhba3rOnREklPWdbjtm+q5dIXJK0HbGh7YRyG6SDpO5SBYz+vmRuH/jm0zo9DHKblN5vW3pMCax8cTmTJvvXjDhPt+9k6Pw5x6FP+mMfKwDm2a7c4i0MIY2Ra+gCRtI7K5LKrutv7uqJfFWyfSRli86butrnt/7R95yQLm1327bZvtH2A7ZvGbtUKm5KOknQHsI2kX45ulJUYX6rl0RNWAW7pipgbAy8Ebh/9Xtqq1UPSBZLW7oppC4BTJZ0Qh2E6AN+nDFlrSRz64dA6Pw5xGKfZtHbbF3bFw+eNvh8/NhQHyvDNecAsYHvg291tNouHG63I+XGIQ5/yAbD9IHBXzfPpOISwJFm5OUAkfZ7SFP5fukOvALa1vcyenL9jh2cCT2Vqz6hBLVeX9G7gnyiDlGZ1h237onZWdZG0gNKY/6nAOcAZlGJ3rZOEXjBqxyDptcCTbR9TuwdsHHrlcAqlXcN/MnXLY7Uiaxz64dA6Pw5x6HJ7Ma29c2neM70nDucDf2L7/u7+qsC5rjQ0tHV+HOLQp/wu87PAM4CvAHeOjtdaPRqHEDItfahsanu/sfvHdkWmKkiaC2xKWRU1uqpmYFDFTcrU+Iso0/wWUN4ILgf2aClVmYdsP6Ay7OoDtk+UNL+1VANWkfRE4MXA0XEYvMP3utuq3S0Ow3VonR+HOEAPprWPF1gljbcKWQu4bCgOY2zQ5Y5+/mt2x4aSH4c49CkfykWn/6ycGYcQxkhxc5jcLWlX25cASNoFuLti/o7Als6y4cOAOcAVtndXmZx+bGOn2twv6QDglcALumOtThpbchxl5eoltr8maRPKtpo4DNPhTODvmLq63Z1bHIbl0Do/DnHA9u2U7fAHaOq09jUlrek6E+ObF1h74jDieGB+t2IN4FnU/QzZOj8OcehTPrb/RdLqwEa2r6uZHYcQCtmWPkAkzaZsSR/1w7gVeFWtoRmSTgcOs31zjby+Iulrtud0q2Z3sn2vpAW2Z7d2q4WkLYHXA5fb/oykjYGX2D6+sVoIzZB0HfAWSvuQ0UTkqgO24tAPh9b5cYjDtPzmE+M7j/EC60iiRoG1bw5PAHbq7n7VkeCsAAAK8UlEQVTV9i1Dyo9DHHqW/wLgvcCjbG/cnW8fZ3vfONR1CMMlxc0BImk1YH/K1vDHUK7G23aV1QfdVbXZwJVM7Rk1qBc9SV8EDqYMVdqDUmRedWj9JgNImgW8Bng6i/uvYvvVcRikwyW2d62VF4f+OrTOj0McpuX3YWJ88wJrTxyOs/32sfsrAXNr9T9tnR+HOPQpv8ucRzmfu8D2dt2xRba3jkNdhzBcsi19mHwJuA24Gvhhg/x3NMjsHbb/rPv2HV3Bdx3g7IZK1ZC0iLKVbkZqrwLpAXOBbwHPoWwvfDlwbRwG63CMpI8D5zH1AtAX4jA4h9b5cYjDOK2ntUO5ILx5ywJrTxw2knSU7Xd3ixZOp3yuH0p+HOLQp3yAB2zfLmn8WO1VZHEIgyYrNweIpK/b3qq1Rxgukp7SfXtI93Vu9/XlwF21VhH3BS2e0L3Q9jYqUx7PsV1tuFQceuXwKWAL4BtMXRVUc/VoHHrg0Do/DnGYlt+HifHnA3vZfqBWZk8dBJwGLAJ2B86y/f6h5MchDn3K7xxOoVx4OhLYjzJbYVXbr49DXYcwXLJyc5hcJmlr24tqho62U0m6g6lXcET5cL52TZ/QDnf9wSTtYnuXsYeOlHQpdQc09IH7u6+3SdoKuIUyMCIOw3TYtgfbd+LQD4fW+XGIwzh9mBh/A3CBpGYF1pYOkrYfu/tB4KPApcCFkra3PdHVaq3z4xCHPuVP443A0ZTXhM9QhlO+s2J+HMLgycrNATG2FXgV4GmUD2f3sri4OLStwKExKsOUDrV9SXf/mcCHPaChSgCSXgt8HtgGOBVYE3i77ZPiMEiHk4H32/5mrcw49NOhdX4c4jAtfw4zTGuv+flR0jGj3PHjNXd8tHTQ4mnQM+FJ7zJonR+HOPQpP4TQL1LcHBBjW4FnxPWmbb7G9inTjh1v+8ga+aE/SNoB+ASl3yiUXrCvrnylNYReIelaysC379LoAlQc+uHQOj8OcZiW34eJ8X0osDZ3CCH0C0mbUV4fn8rY7tjKbY3iEAZNipuhOpLOAj5l+7Tu/oeBWTX7VoV+IWltyutR60EFTZD0eOBdwAa295a0JbDz9IsAcRiMw4wXoioXEOLQA4fW+XGIw7T8PkyM70OBtQ8OTd+rWufHIQ59yu8crgFOAuYBD46O254Xh7oOYbikuBmqI2l14AzKir29gV/YflNbq9AClYmG+7Hk1b1B9dzsCv6nAkfb3lbSKsD8mr3V4tAfhxBC6COS9gQOoOHE+J4UWPvg0PS9qnV+HOLQp/zOYZ7tHWrlxSGEJVmptUAYDpLWk7QesDrwWuCtwC+B47rjYXh8CXgh8ABw59htaDzO9mfpVoC4TGB9cNn/JA4rsEMIIfSRg4HZwHOBF3S3fSo7HCPp45IOkPSi0W2ADq3fq1rnxyEOvcgfO7/9D0lvkPTE0bFa57dxCKGQaemhJvNYckr687ubgU1aSIWmbGj7ua0lesCdkh5L9/ch6RlA7S36ceiPQwgh9JHW09qhFFi3oExrH20JN1Bt9WhPHFq/V7XOj0Mc+pI/Or9Vd/+Iscdqnd/GIQRS3AwVsb2xpJUoPVAube0TesFlkra2vai1SGPeTGnVsKmkS4H1gf3jMFiHEELoI1dI2tINJ8bTjwJrHxxav1e1zo9DHHqRb3tjAEmzbN8z/pikWXGo5xBCipuhKrYfkvReYOfWLqEX7AocJKnZ9NmesCml/+yTKT1Id6L+63Mc+uMQQgh9ZFfgVY3fs/tQYG3uYPtqSc8CNqf8Hq6zff9Q8uMQhz7ld1wGbP9rHItDCBMiJ2yhBedK2g/4gjPRaujs3VqgJ7zN9umS1gX+GHgf8BFKYS0Ow3MIIYQ+0oc2Mn0osDZ3kPRoymq1p9h+naSnSdrc9peHkB+HOPQlX9ITgCcBq0vajsXbstcGHj3p/DiEsJgUN0ML3gysATwo6W4Wfyhcu61WqIWktW3/ErijtUtPGDU9fz5wku0vSXpHHAbrEEIIvcP2Ta0d6EeBtQ8Op1J63I12Qv0AOB2oVdBqnR+HOPQl/znAQcCGwAljx+8A/q5CfhxC6FAWzoUQaiPpy7b36VY9jDefhlLoHlTTaUlfBn5IWSm4A3A3cKXtbeMwPIcQQghhWUi6yvaOkubb3q47dk2t96rW+XGIQ5/yu7z9bH++Vl4cQliSrNwMTZC0L7Bbd/eCmlsnQnts79N9ewlwEXCx7W81VGrNiykrQd5r+zZJT2TqlME4DMshhBBCWBb3SVqdxdOhN6VskR9Kfhzi0Kd8bH9e0vOBpwOzxo4fF4e6DmG4ZOVmqI6k44E5wGndoQOAebaPbGcVWiBpD0rvqj8CNgHmUwqdH2wqFkIIIYTQUyTtBfw9sCVwLrALcJDtC4aQH4c49Cm/cziJ0ltyd+DjlGntV9p+TRzqOoThkuJmqI6khcBs2w9191cG5g9wQnbg4d//HMqb4OuBu21v0dYqhBBCCKGfSJoLLKK0TrkB+Krtnw0lPw5x6FN+57DQ9jZjX9ekDM/9kzjUdQjDJdvSQyseA/yi+36dliKhHZLOowyXuhy4GJhj+ydtrUIIIYQQes2plJ0ve1F2viyQdFHFnS+t8+MQhz7lQymsAtwlaQPg58DGFfPjEAZPVm6G6kh6KXA8cAFlkMxuwFG2/7WlV6iPpPdThrbcC1xK6b95ue27l/kPQwghhBAGTOudL63z4xCHnuW/DTgR2BP4EKX/58dtvy0OdR3CcElxM1Sn2zrwbeBW4HuUrQO3tLUKLem2LBwMvAV4gu3VGiuFEEIIIfSSGXa+XFJz50vr/DjEoU/5M/isBsyyfXsc2jqEYbFSa4EwSE7tvu4LnAB8SNLhDX1CIyQdKunfgAXAnwKfAPZuaxVCCCGE0GsWAvcBWwHbAFt106KHkh+HOPQpH0mPlvQ2SSfbvhf4PUn7xKG+QxguWbkZmtB660DoB5KOoGxFn2f7gdY+IYQQQgiPFFrvfGmdH4c49CW/W6wxD3il7VFx9XLbs+NQ1yEMlwwUCtXJEJkwwvb/ae0QQgghhPBIQtKhwB9R+pbfRNn5cvFQ8uMQhz7ld2xq+yWSDgCwfbckxaGJQxgoKW6GFiykvPlsBdwO3CYpQ2RCCCGEEEJYPqtTWju12vnSOj8OcehTPsB93SpFA0jalDIwNQ71HcJAybb00IzWWxdCCCGEEEIIIYT/DZL2Av4e2BI4F9gFOMj2BXGo6xCGS4qboTozbB24CLjY9n83FQshhBBCCCGEEH4DJM0FFgF3AzcAX7X9szjUdwjDJcXNUJ0MkQkhhBBCCCGEsCIgaQ9gV8oCnk2ABcBFtj8Yh7oOYbikuBlCCCGEEEIIIYTwWyJpZWAOsDvweuBu21vEob5DGCYZKBRCCCGEEEIIIYTwWyDpPGAN4HLKpPY5tn8Sh/oOYbis1FoghBBCCCGEEEII4RHKQuA+YCtgG2Crbmp4HOo7hIGSbekhhBBCCCGEEEII/wskrQkcDLwFeILt1eLQxiEMj2xLDyGEEEIIIYQQQvgtkHQoZYjODsBNwCco27LjUNkhDJcUN0MIIYQQQgghhBB+O1YHTgDm2X4gDk0dwkDJtvQQQgghhBBCCCGEEMIjkgwUCiGEEEIIIYQQQgghPCJJcTOEEEIIIYQQQgghhPCIJMXNEEIIIYQQQgghhBDCI5IUN0MIIYQQQgghhBBCCI9IUtwMIYQQQgghhBBCCCE8Ivn/KfhPS+kImpsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1800x1080 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#get the names of all the columns\n",
    "cols=data.columns \n",
    "\n",
    "# Calculates pearson co-efficient for all combinations，通常认为相关系数大于0.5的为强相关\n",
    "data_corr = data.corr().abs()\n",
    "plt.subplots(figsize=(25, 15))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "\n",
    "# Mask unimportant features\n",
    "# sns.heatmap(data_corr, mask=data_corr < 1, cbar=False)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "temp and atemp = 0.99\n",
      "weathersit_1 and weathersit_2 = 0.94\n",
      "temp and season_3 = 0.68\n",
      "atemp and season_3 = 0.66\n",
      "atemp and cnt = 0.63\n",
      "temp and cnt = 0.63\n",
      "atemp and season_1 = 0.63\n",
      "temp and season_1 = 0.62\n",
      "workingday and weekday_0 = 0.60\n",
      "workingday and weekday_6 = 0.60\n",
      "hum and weathersit_1 = 0.58\n",
      "yr and cnt = 0.57\n",
      "cnt and season_1 = 0.56\n",
      "season_4 and mnth_10 = 0.54\n",
      "season_1 and mnth_1 = 0.53\n",
      "season_4 and mnth_11 = 0.53\n",
      "season_2 and mnth_5 = 0.52\n",
      "season_3 and mnth_8 = 0.52\n",
      "season_3 and mnth_7 = 0.52\n",
      "season_2 and mnth_4 = 0.52\n",
      "season_1 and mnth_2 = 0.51\n"
     ]
    }
   ],
   "source": [
    "#Set the threshold to select only highly correlated attributes\n",
    "threshold = 0.5\n",
    "# List of pairs along with correlation above threshold\n",
    "corr_list = []\n",
    "#size = data.shape[1]\n",
    "size = data_corr.shape[0]\n",
    "\n",
    "#Search for the highly correlated pairs\n",
    "for i in range(0, size): #for 'size' features\n",
    "    for j in range(i+1,size): #avoid repetition\n",
    "        if (data_corr.iloc[i,j] >= threshold and data_corr.iloc[i,j] < 1) or (data_corr.iloc[i,j] < 0 and data_corr.iloc[i,j] <= -threshold):\n",
    "            corr_list.append([data_corr.iloc[i,j],i,j]) #store correlation and columns index\n",
    "\n",
    "#Sort to show higher ones first            \n",
    "s_corr_list = sorted(corr_list,key=lambda x: -abs(x[0]))\n",
    "\n",
    "#Print correlations and column names\n",
    "for v,i,j in s_corr_list:\n",
    "    print (\"%s and %s = %.2f\" % (cols[i],cols[j],v))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "温度和体感温度强相关，这与常识相符，如有必要可以只选用其中之一即可。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter plot of only the highly correlated pairs\n",
    "for v,i,j in s_corr_list:\n",
    "    sns.pairplot(data, size=6, x_vars=cols[i],y_vars=cols[j] )\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.8 分离输入特征X和输出y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(365, 32)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 从原始数据中分离输入特征x和输出y\n",
    "y_train = trainning_data['cnt'].values\n",
    "X_train = trainning_data.drop('cnt', axis = 1)\n",
    "\n",
    "y_test = test_data['cnt'].values\n",
    "X_test = test_data.drop('cnt', axis = 1)\n",
    "\n",
    "#用于后续显示权重系数对应的特征\n",
    "columns = X_train.columns\n",
    "\n",
    "X_train.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.9 数据标准化："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to float64 by StandardScaler.\n",
      "  warnings.warn(msg, DataConversionWarning)\n",
      "/root/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to float64 by StandardScaler.\n",
      "  warnings.warn(msg, DataConversionWarning)\n",
      "/root/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to float64 by StandardScaler.\n",
      "  warnings.warn(msg, DataConversionWarning)\n"
     ]
    }
   ],
   "source": [
    "# 数据标准化\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# 分别初始化对特征和目标值的标准化器\n",
    "ss_X = StandardScaler()\n",
    "ss_y = StandardScaler()\n",
    "# 分别对训练和测试数据的特征以及目标值进行标准化处理\n",
    "X_train = ss_X.fit_transform(X_train)\n",
    "X_test = ss_X.transform(X_test)\n",
    "\n",
    "#对y做标准化不是必须\n",
    "#对y标准化的好处是不同问题的w差异不太大，同时正则参数的范围也有限\n",
    "y_train = ss_y.fit_transform(y_train.reshape(-1, 1))\n",
    "y_test = ss_y.transform(y_test.reshape(-1, 1))\n",
    "\n",
    "# 计算两个集上y均值的差值，用于后续修正模型\n",
    "y_offset = y_test.mean() - y_train.mean()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3、正则化的线性回归（L2正则 --> 岭回归)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r2 score of RidgeCV on test is 0.6667510129834557\n",
      "The r2 score of RidgeCV on train is 0.8402009836272226\n"
     ]
    }
   ],
   "source": [
    "#岭回归／L2正则\n",
    "#class sklearn.linear_model.RidgeCV(alphas=(0.1, 1.0, 10.0), fit_intercept=True, \n",
    "#                                  normalize=False, scoring=None, cv=None, gcv_mode=None, \n",
    "#                                  store_cv_values=False)\n",
    "from sklearn.linear_model import  RidgeCV\n",
    "\n",
    "#设置超参数（正则参数）范围\n",
    "alphas = [ 0.01, 0.1, 1, 10,100]\n",
    "\n",
    "#生成一个RidgeCV实例\n",
    "ridge = RidgeCV(alphas=alphas, store_cv_values=True)  \n",
    "\n",
    "#模型训练\n",
    "ridge.fit(X_train, y_train)    \n",
    "\n",
    "#预测\n",
    "y_test_pred_ridge = ridge.predict(X_test)+ y_offset\n",
    "y_train_pred_ridge = ridge.predict(X_train)\n",
    "\n",
    "\n",
    "# 评估，使用r2_score评价模型在测试集和训练集上的性能\n",
    "print('The r2 score of RidgeCV on test is', r2_score(y_test, y_test_pred_ridge))\n",
    "print('The r2 score of RidgeCV on train is', r2_score(y_train, y_train_pred_ridge))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alpha is: 10.0\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>columns</th>\n",
       "      <th>coef_ridge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>temp</td>\n",
       "      <td>[0.2273348396576823]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>atemp</td>\n",
       "      <td>[0.18260196430381953]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>mnth_5</td>\n",
       "      <td>[0.1640185925608888]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>season_4</td>\n",
       "      <td>[0.15149287406348008]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>mnth_6</td>\n",
       "      <td>[0.1151674589235777]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>weathersit_1</td>\n",
       "      <td>[0.09155441911716575]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>mnth_9</td>\n",
       "      <td>[0.08439145780949024]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>season_3</td>\n",
       "      <td>[0.07429145923966472]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>mnth_10</td>\n",
       "      <td>[0.05294852799630308]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>weekday_6</td>\n",
       "      <td>[0.01717147372970134]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>mnth_4</td>\n",
       "      <td>[0.013991597394478071]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>workingday</td>\n",
       "      <td>[0.013946543444103676]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>weekday_5</td>\n",
       "      <td>[0.008951969430439905]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>weekday_2</td>\n",
       "      <td>[0.007371460478392289]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>mnth_8</td>\n",
       "      <td>[0.0008793017078522895]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>weekday_1</td>\n",
       "      <td>[-0.003095113851265241]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>weekday_3</td>\n",
       "      <td>[-0.003941683988169109]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>weekday_4</td>\n",
       "      <td>[-0.008866570283209063]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>weathersit_2</td>\n",
       "      <td>[-0.013362922375144203]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>weekday_0</td>\n",
       "      <td>[-0.017728144460631624]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>mnth_7</td>\n",
       "      <td>[-0.02411177959276474]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>mnth_11</td>\n",
       "      <td>[-0.029368476438908993]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>season_2</td>\n",
       "      <td>[-0.034815589629465925]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>holiday</td>\n",
       "      <td>[-0.03878966608831866]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>mnth_12</td>\n",
       "      <td>[-0.045129277387496655]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>mnth_3</td>\n",
       "      <td>[-0.0814081830251278]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>windspeed</td>\n",
       "      <td>[-0.10436023722934758]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>mnth_2</td>\n",
       "      <td>[-0.106263111376621]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>hum</td>\n",
       "      <td>[-0.13222810767290666]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>mnth_1</td>\n",
       "      <td>[-0.14721214883431866]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>season_1</td>\n",
       "      <td>[-0.19122071859421272]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>weathersit_3</td>\n",
       "      <td>[-0.19207358938470445]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         columns               coef_ridge\n",
       "2           temp     [0.2273348396576823]\n",
       "3          atemp    [0.18260196430381953]\n",
       "14        mnth_5     [0.1640185925608888]\n",
       "9       season_4    [0.15149287406348008]\n",
       "15        mnth_6     [0.1151674589235777]\n",
       "29  weathersit_1    [0.09155441911716575]\n",
       "18        mnth_9    [0.08439145780949024]\n",
       "8       season_3    [0.07429145923966472]\n",
       "19       mnth_10    [0.05294852799630308]\n",
       "28     weekday_6    [0.01717147372970134]\n",
       "13        mnth_4   [0.013991597394478071]\n",
       "1     workingday   [0.013946543444103676]\n",
       "27     weekday_5   [0.008951969430439905]\n",
       "24     weekday_2   [0.007371460478392289]\n",
       "17        mnth_8  [0.0008793017078522895]\n",
       "23     weekday_1  [-0.003095113851265241]\n",
       "25     weekday_3  [-0.003941683988169109]\n",
       "26     weekday_4  [-0.008866570283209063]\n",
       "30  weathersit_2  [-0.013362922375144203]\n",
       "22     weekday_0  [-0.017728144460631624]\n",
       "16        mnth_7   [-0.02411177959276474]\n",
       "20       mnth_11  [-0.029368476438908993]\n",
       "7       season_2  [-0.034815589629465925]\n",
       "0        holiday   [-0.03878966608831866]\n",
       "21       mnth_12  [-0.045129277387496655]\n",
       "12        mnth_3    [-0.0814081830251278]\n",
       "5      windspeed   [-0.10436023722934758]\n",
       "11        mnth_2     [-0.106263111376621]\n",
       "4            hum   [-0.13222810767290666]\n",
       "10        mnth_1   [-0.14721214883431866]\n",
       "6       season_1   [-0.19122071859421272]\n",
       "31  weathersit_3   [-0.19207358938470445]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mse_mean = np.mean(ridge.cv_values_, axis = 0)\n",
    "plt.plot(np.log10(alphas), mse_mean.reshape(len(alphas),1)) \n",
    "\n",
    "#这是为了标出最佳参数的位置，不是必须\n",
    "#plt.plot(np.log10(ridge.alpha_)*np.ones(3), [0.28, 0.29, 0.30])\n",
    "\n",
    "plt.xlabel('log(alpha)')\n",
    "plt.ylabel('mse')\n",
    "plt.show()\n",
    "\n",
    "print ('alpha is:', ridge.alpha_)\n",
    "\n",
    "# 看看各特征的权重系数，系数的绝对值大小可视为该特征的重要性\n",
    "fs = pd.DataFrame({\"columns\":list(columns), \"coef_ridge\":list((ridge.coef_.T))})\n",
    "fs.sort_values(by=['coef_ridge'],ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3、正则化的线性回归（L1正则 --> Lasso）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The r2 score of LassoCV on test is 0.664188376056656\n",
      "The r2 score of LassoCV on train is 0.8371946492006284\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:1094: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "#### Lasso／L1正则\n",
    "# class sklearn.linear_model.LassoCV(eps=0.001, n_alphas=100, alphas=None, fit_intercept=True, \n",
    "#                                    normalize=False, precompute=’auto’, max_iter=1000, \n",
    "#                                    tol=0.0001, copy_X=True, cv=None, verbose=False, n_jobs=1,\n",
    "#                                    positive=False, random_state=None, selection=’cyclic’)\n",
    "from sklearn.linear_model import LassoCV\n",
    "\n",
    "#设置超参数搜索范围\n",
    "alphas = [ 0.01, 0.1, 1, 10,100]\n",
    "\n",
    "#生成一个LassoCV实例\n",
    "lasso = LassoCV(alphas=alphas)  \n",
    "#lasso = LassoCV()  \n",
    "\n",
    "#训练（内含CV）\n",
    "lasso.fit(X_train, y_train)  \n",
    "\n",
    "#测试\n",
    "y_test_pred_lasso = lasso.predict(X_test)+y_offset\n",
    "y_train_pred_lasso = lasso.predict(X_train)\n",
    "\n",
    "\n",
    "# 评估，使用r2_score评价模型在测试集和训练集上的性能\n",
    "print('The r2 score of LassoCV on test is', r2_score(y_test, y_test_pred_lasso))\n",
    "print('The r2 score of LassoCV on train is', r2_score(y_train, y_train_pred_lasso))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alpha is: 0.01\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>columns</th>\n",
       "      <th>coef_ridge</th>\n",
       "      <th>coef_lasso</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>temp</td>\n",
       "      <td>[0.2273348396576823]</td>\n",
       "      <td>0.456552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>atemp</td>\n",
       "      <td>[0.18260196430381953]</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>mnth_5</td>\n",
       "      <td>[0.1640185925608888]</td>\n",
       "      <td>0.134842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>season_4</td>\n",
       "      <td>[0.15149287406348008]</td>\n",
       "      <td>0.078399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>mnth_6</td>\n",
       "      <td>[0.1151674589235777]</td>\n",
       "      <td>0.090850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>weathersit_1</td>\n",
       "      <td>[0.09155441911716575]</td>\n",
       "      <td>0.104142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>mnth_9</td>\n",
       "      <td>[0.08439145780949024]</td>\n",
       "      <td>0.083093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>season_3</td>\n",
       "      <td>[0.07429145923966472]</td>\n",
       "      <td>0.007089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>mnth_10</td>\n",
       "      <td>[0.05294852799630308]</td>\n",
       "      <td>0.071557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>weekday_6</td>\n",
       "      <td>[0.01717147372970134]</td>\n",
       "      <td>0.001942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>mnth_4</td>\n",
       "      <td>[0.013991597394478071]</td>\n",
       "      <td>-0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>workingday</td>\n",
       "      <td>[0.013946543444103676]</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>weekday_5</td>\n",
       "      <td>[0.008951969430439905]</td>\n",
       "      <td>0.003924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>weekday_2</td>\n",
       "      <td>[0.007371460478392289]</td>\n",
       "      <td>0.000209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>mnth_8</td>\n",
       "      <td>[0.0008793017078522895]</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>weekday_1</td>\n",
       "      <td>[-0.003095113851265241]</td>\n",
       "      <td>-0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>weekday_3</td>\n",
       "      <td>[-0.003941683988169109]</td>\n",
       "      <td>-0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>weekday_4</td>\n",
       "      <td>[-0.008866570283209063]</td>\n",
       "      <td>-0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>weathersit_2</td>\n",
       "      <td>[-0.013362922375144203]</td>\n",
       "      <td>-0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>weekday_0</td>\n",
       "      <td>[-0.017728144460631624]</td>\n",
       "      <td>-0.017272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>mnth_7</td>\n",
       "      <td>[-0.02411177959276474]</td>\n",
       "      <td>-0.011561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>mnth_11</td>\n",
       "      <td>[-0.029368476438908993]</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>season_2</td>\n",
       "      <td>[-0.034815589629465925]</td>\n",
       "      <td>-0.043420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>holiday</td>\n",
       "      <td>[-0.03878966608831866]</td>\n",
       "      <td>-0.036654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>mnth_12</td>\n",
       "      <td>[-0.045129277387496655]</td>\n",
       "      <td>-0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>mnth_3</td>\n",
       "      <td>[-0.0814081830251278]</td>\n",
       "      <td>-0.049226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>windspeed</td>\n",
       "      <td>[-0.10436023722934758]</td>\n",
       "      <td>-0.103546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>mnth_2</td>\n",
       "      <td>[-0.106263111376621]</td>\n",
       "      <td>-0.056039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>hum</td>\n",
       "      <td>[-0.13222810767290666]</td>\n",
       "      <td>-0.117449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>mnth_1</td>\n",
       "      <td>[-0.14721214883431866]</td>\n",
       "      <td>-0.092207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>season_1</td>\n",
       "      <td>[-0.19122071859421272]</td>\n",
       "      <td>-0.271947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>weathersit_3</td>\n",
       "      <td>[-0.19207358938470445]</td>\n",
       "      <td>-0.187338</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         columns               coef_ridge  coef_lasso\n",
       "2           temp     [0.2273348396576823]    0.456552\n",
       "3          atemp    [0.18260196430381953]    0.000000\n",
       "14        mnth_5     [0.1640185925608888]    0.134842\n",
       "9       season_4    [0.15149287406348008]    0.078399\n",
       "15        mnth_6     [0.1151674589235777]    0.090850\n",
       "29  weathersit_1    [0.09155441911716575]    0.104142\n",
       "18        mnth_9    [0.08439145780949024]    0.083093\n",
       "8       season_3    [0.07429145923966472]    0.007089\n",
       "19       mnth_10    [0.05294852799630308]    0.071557\n",
       "28     weekday_6    [0.01717147372970134]    0.001942\n",
       "13        mnth_4   [0.013991597394478071]   -0.000000\n",
       "1     workingday   [0.013946543444103676]    0.000000\n",
       "27     weekday_5   [0.008951969430439905]    0.003924\n",
       "24     weekday_2   [0.007371460478392289]    0.000209\n",
       "17        mnth_8  [0.0008793017078522895]    0.000000\n",
       "23     weekday_1  [-0.003095113851265241]   -0.000000\n",
       "25     weekday_3  [-0.003941683988169109]   -0.000000\n",
       "26     weekday_4  [-0.008866570283209063]   -0.000000\n",
       "30  weathersit_2  [-0.013362922375144203]   -0.000000\n",
       "22     weekday_0  [-0.017728144460631624]   -0.017272\n",
       "16        mnth_7   [-0.02411177959276474]   -0.011561\n",
       "20       mnth_11  [-0.029368476438908993]    0.000000\n",
       "7       season_2  [-0.034815589629465925]   -0.043420\n",
       "0        holiday   [-0.03878966608831866]   -0.036654\n",
       "21       mnth_12  [-0.045129277387496655]   -0.000000\n",
       "12        mnth_3    [-0.0814081830251278]   -0.049226\n",
       "5      windspeed   [-0.10436023722934758]   -0.103546\n",
       "11        mnth_2     [-0.106263111376621]   -0.056039\n",
       "4            hum   [-0.13222810767290666]   -0.117449\n",
       "10        mnth_1   [-0.14721214883431866]   -0.092207\n",
       "6       season_1   [-0.19122071859421272]   -0.271947\n",
       "31  weathersit_3   [-0.19207358938470445]   -0.187338"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mses = np.mean(lasso.mse_path_, axis = 1)\n",
    "plt.plot(np.log10(lasso.alphas_), mses) \n",
    "#plt.plot(np.log10(lasso.alphas_)*np.ones(3), [0.3, 0.4, 1.0])\n",
    "plt.xlabel('log(alpha)')\n",
    "plt.ylabel('mse')\n",
    "plt.show()    \n",
    "            \n",
    "print('alpha is:', lasso.alpha_)\n",
    "\n",
    "# 看看各特征的权重系数，系数的绝对值大小可视为该特征的重要性\n",
    "fs = pd.DataFrame({\"columns\":list(columns), \"coef_ridge\":list((ridge.coef_.T)), \"coef_lasso\":list((lasso.coef_.T))})\n",
    "fs.sort_values(by=['coef_ridge'],ascending=False)"
   ]
  }
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